{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5d8459ca-6c88-4a16-8c94-780a14319667",
   "metadata": {},
   "source": [
    "<font face= 'Comic Sans MS' size= 6 color= '#C2C4E2'>Stock Time Series Forecasting | RNN</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e650f06c-9d7a-4702-988b-e73ea14a6efa",
   "metadata": {},
   "source": [
    "<font face= 'Comic Sans MS' size= 3 color= '#D8BFD8'>Time Series data is a series of data points indexed in time order. Time series data is everywhere, so manipulating them is important for any data analyst or data scientist.\n",
    "\n",
    "<font face= 'Comic Sans MS' size= 3 color= '#D8BFD8'>In this notebook, we will discover and explore data from the stock market, particularly technology stocks, such as Apple. We will learn how to use Pandas to get stock information, and visualize different aspects of it using Seaborn and Matplotlib. we will look at a few ways of analyzing the risk of a stock, based on its previous performance history. We will also be predicting future stock prices through a RNN method!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e70d78c1-d153-4b0f-83cf-5110257f7442",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from sklearn.model_selection import TimeSeriesSplit\n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "from torch.utils.data import DataLoader, TensorDataset\n",
    "from torchinfo import summary\n",
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "741bb491-35bb-4816-90f2-4249c748b12c",
   "metadata": {},
   "source": [
    "# <font face= 'Comic Sans MS' size= 6 color= '#C2C4E2'>Financial time series data</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "955f6b17-4ef7-4ca4-8018-ddae47c3a968",
   "metadata": {},
   "source": [
    "## <font face= 'Comic Sans MS' size= 5 color= '#C2C4E2'>Data preprocessing</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3301f01a-4fb8-4c38-96f2-5d0b2d9ff2db",
   "metadata": {},
   "source": [
    "<font face= 'Comic Sans MS' size= 3 color= 'orange'>**pandas.to_datetime**</font> <font face= 'Comic Sans MS' size= 3 color= '#D8BFD8'>function converts a scalar, array-like, Series or DataFrame/dict-like to a pandas datetime object.</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c20ca98f-3b2f-45ba-8931-8b6c4fc8886e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.float64'> <class 'str'>\n",
      "<class 'numpy.float64'> <class 'pandas._libs.tslibs.timestamps.Timestamp'>\n",
      "(755, 6)\n"
     ]
    }
   ],
   "source": [
    "AAPL = pd.read_csv('AAPL.csv')\n",
    "print(type(AAPL['Close'].iloc[0]),type(AAPL['Date'].iloc[0]))\n",
    "# Let's convert the data type of timestamp column to datatime format\n",
    "AAPL['Date'] = pd.to_datetime(AAPL['Date'])\n",
    "print(type(AAPL['Close'].iloc[0]),type(AAPL['Date'].iloc[0]))\n",
    "\n",
    "# Selecting subset\n",
    "cond_1 = AAPL['Date'] >= '2021-04-23 00:00:00'\n",
    "cond_2 = AAPL['Date'] <= '2024-04-23 00:00:00'\n",
    "AAPL = AAPL[cond_1 & cond_2].set_index('Date')\n",
    "print(AAPL.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a1ee0b3-5cbe-465e-ba42-19b7556d0a6a",
   "metadata": {},
   "source": [
    "## <font face= 'Comic Sans MS' size= 5 color= '#C2C4E2'>Data visualisation</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28a5a957-3c12-4f5e-89a3-98c3082b2c07",
   "metadata": {},
   "source": [
    "### <font face= 'Comic Sans MS' size= 4 color= '#cca3cc'>Closing Price</font>  \n",
    "<font face= 'Comic Sans MS' size= 3 color= '#D8BFD8'>The closing price is the last price at which the stock is traded during the regular trading day. A stock’s closing price is the standard benchmark used by investors to track its performance over time.</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a81d1fdf-13dd-4659-bbbf-4aac7f71887b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# plt.style.available\n",
    "plt.style.use('seaborn-v0_8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e04d4477-10a8-4e80-85d7-662acdc7eb9c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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q6+uDHiMty8zMBAB5yKDT6cTWrVvxxhtv4Omnn0ZZWRlGjx4NAPjVr36F2bNnBz1XqEK8UnJyMiZNmhTZN9uN1NRUNDU1BS3fsGEDSkpKkJqaCovFgpdeeink44cNGxZyudlsxuzZs+Vu4+nTp0Ov12POnDnYvHkzdDodhg0bhpEjR8bl+4jUeeedh7/85S9Yt24dvv32W8ydOzdkcTY9PT3ksM7Af+cRI0Zg8uTJ+Oijj6DVatHW1iZ3WsciOzsbBoMBDQ0NquVSsTyczz77DM3Nzbj33nuD/k1ee+01rF69Go2NjcjOzoZWq8VFF12EDz74ADfddBPWr1+Pe+65R14/NTUVw4cPV8X5KHV1AuW+++7DqlWr8Oijj2LevHlywfyUU06R18nPz8exY8eCHtvY2Ch/nZaWBgB46KGHMHz48KB1pRMTqampuOOOO3DHHXfgyJEjWLNmDZ588kncfffdeOaZZ8JuJxEREdFgwsgUIiIiokHu+uuvR0tLCx599NGg++rr6/H8889j9OjRITtkZ82ahW3btqGyslK1/L333kNubi6GDRuGF198EaeffjqcTieMRiNOOeUU3HvvvQCAqqoqjBw5EtnZ2aioqMCkSZPk//Lz8/Hwww9jz549Cfm+Q5k5cyZ27NihKoo3NjbihhtuwNq1azF79mxYrVYIgqDa1gMHDuCJJ55QZZkHWrRoETZt2oQtW7Zgzpw5AMSs6O3bt2P16tVddodLXdPxlp+fjxkzZuDjjz+Wh1+GMmvWLFRWVmLbtm2q5e+99x4MBgMmT54sL7vkkkuwbt06fPjhh5g+fXrIKwgipdPpMH36dKxZs0a1/NNPP+3yZ71ixQoUFBTgu9/9LubMmaP675prroHL5VJlf19yySWoqanBE088AZ1Oh3POOUe+b/bs2aiurkZ2drbq33z9+vV49tln5dihULZu3Yo5c+bIwzsBYNeuXWhqapK7+GfPno2Kigrs3btXfpzdbse6devk21OmTIHBYEBtba1qG/R6Pf72t7+hoqIClZWVWLhwoRyBM3LkSPz4xz/GvHnzurwChIiIiGiwYUGciIiIaJCbOnUqfvazn+H555/HjTfeiJUrV2LDhg146aWXcPnll8PhcIQslgPAddddh4yMDFx77bV49913sXbtWixbtgwbN27EsmXLoNVqMXfuXNTX12Pp0qVYu3YtvvzyS9x5550wGo04/fTTodPpsGzZMrz++uv405/+hPXr1+Ojjz7Cj370I+zZsydsVEUiXHvttTAajbjhhhuwatUqfPrpp7jppptQUFCAiy66CAsXLsSsWbNwyy234NVXX8WmTZvwz3/+E3fddRe0Wi2ysrLCPvfChQtRV1eHnTt3yp3ws2fPhsPhwK5du7rMD5c6hP/3v//h8OHDcf2ezz//fHz88ceorq5WFYKVlixZgtGjR2Pp0qV4/fXX8eWXX+Kee+7BihUr8JOf/ETePgBYvHgxOjs7sXLlyi6HaUbqtttuw759+3Dbbbfhiy++wOuvv47f//73AKDKFZfU1dVh3bp1WLx4ccj7Z8yYgaFDh+KNN96QY0vGjh2LcePG4dVXX8VZZ52littZsmQJioqKcN111+Htt9/Gxo0b8be//Q2PPfYY8vLyVBnugSZPnowvv/wSr732GjZv3oyXXnoJP/7xj6HRaGCz2QAAF154IUaNGoWlS5fi3XffxWeffYYbb7wRjY2N8vZnZmbihhtuwGOPPYZHH30UGzZswDvvvINbbrkFx48fR1lZGYqLi1FQUIA//elPeOutt7B582Y8//zzWLt2Lc4999zY/wGIiIiITjKMTCEiIiIi3HzzzRg/fjxeeeUV/PnPf0ZraysKCwuxaNEi3HTTTSgsLAz5uNzcXLz22mt4+OGH8ac//QkulwtlZWV48sknceaZZwIAysrK8PTTT+OJJ57A7bffDo/Hg4kTJ+L555+XI0K++93vIjk5Gc8++yzeeOMNWCwWTJ8+HQ899FCPOoyjVVhYiFdffRUPPvggfvOb38BoNGLOnDl45JFH5OiWZ555Bo899hj+8Y9/oLGxEfn5+bjuuuuwdOnSLp97yJAhGDVqFKqrq+UBijk5ORg9ejRqa2sxc+bMsI+dM2cO5s2bh4cffhgbNmyIa/zFeeedh/vuuw+LFi1CampqyHXMZjP+/e9/4+GHH8Zjjz2Gjo4OjBw5Evfddx8uv/xy1bpZWVmYP38+1q9fHzKPPFozZ87E8uXL8dhjj+GWW25BcXExfv/732PZsmUhM+HfeecdeDweLF68OOxzXnLJJVi+fDnWrVuH0047TV72l7/8JSjixWKx4JVXXsHDDz+MBx98EO3t7SguLsYvfvELXH/99V1u+29+8xu4XC48+uijcDqdKCkpwc0334xDhw7h008/hcfjgV6vx3PPPYf77rsPd911F/R6PS6++GJkZGTg6NGj8nP9/Oc/R25uLl599VU8++yzSE9PxymnnILbb79d/nd7/PHH5WJ9c3MzCgsLceutt4bNHiciIiIajDSC1BZBRERERETUz6xZswYFBQWqKwUOHjyICy+8UHXiZaA6ePAgjhw5gnPOOUfV0X755ZejoKAAjz/+eB9uHREREdHJhx3iRERERETUb3355ZdYuXIlfvnLX2LEiBGora3FU089hZEjR2L+/Pl9vXk9ZrVa8bOf/QxXX301zj77bHg8HqxcuRK7du3CL3/5y77ePCIiIqKTDjvEiYiIiIio37Lb7XjsscewatUq1NXVISMjAwsWLMAvfvEL5OTk9PXmxcXHH3+M5557DocPH4YgCBg/fjxuvvnmk6LgT0RERNTfsCBORERERERERERERIOCtq83gIiIiIiIiIiIiIioN7AgTkRERERERERERESDAgviRERERERERERERDQosCBORERERERERERERIOCvq83oL+rr2/v603ot7RaDbKyktHU1Amvl7NZKXLcdyha3GcoUtxXKBbcbyha3GcoUtxXKBbcbyha3GcoGif7/pKbm9rtOuwQp5hptRpoNBpotZq+3hQaYLjvULS4z1CkuK9QLLjfULS4z1CkuK9QLLjfULS4z1A0uL+wIE5EREREREREREREgwQL4kREREREREREREQ0KPT7gnhtbS1uu+02zJ49GwsWLMD9998Ph8MBACgvL8e1116LqVOnYvHixfjyyy9Vj/3qq69w4YUXYsqUKfjBD36A8vLyvvgWiIiIiIiIiIiIiKgf6NcFcUEQcNttt8Fms+GVV17BI488gs8++wyPPvooBEHA0qVLkZOTgxUrVuCSSy7BrbfeiqqqKgBAVVUVli5diiVLluCtt95CVlYWbrnlFgjCyRcWT0RERERERERERETd0/f1BnTlyJEj2L59O9avX4+cnBwAwG233Ya//vWvOO2001BeXo7XX38dFosFo0aNwoYNG7BixQr89Kc/xZtvvomJEyfi+uuvBwDcf//9OPXUU7F582bMmTOnL78tIiIiIiIiIiIiIuoD/bpDPDc3F88++6xcDJd0dHRgx44dGD9+PCwWi7x8xowZ2L59OwBgx44dmDlzpnyf2WzGhAkT5PuJiIiIiIiIiIiIaHDp1wXxtLQ0LFiwQL7t9Xrx8ssvY+7cuaivr0deXp5q/ezsbNTU1ABAt/cTERERERERERER0eDSryNTAj344IPYs2cP3nrrLbz44oswGo2q+41GI5xOJwDAZrN1eX+ktFoNtFpNzzb8JKXTaVX/J4oU9x2KFvcZihT3FYoF9xuKFvcZihT3FYoF9xuKFvcZigb3lwFUEH/wwQfxr3/9C4888gjGjh0Lk8mElpYW1TpOpxNJSUkAAJPJFFT8djqdSEtLi+p1s7KSodGwIN6VtDRzX28CDVDcdyha3GcoUtxXKBbcbyha3GcoUtxXKBbcbyha3GcoGoN5fxkQBfF7770Xr732Gh588EGce+65AID8/HwcOnRItV5DQ4Mck5Kfn4+Ghoag+8eNGxfVazc1dbJDPAydTou0NDPa2mzweLx9vTk0gHDfoWhxn6FIcV+hWHC/oWhxn6FIcV+hWHC/oWhxn6FonOz7S2Zmcrfr9PuC+OOPP47XX38df/vb33DeeefJy6dMmYJnnnkGdrtd7grfunUrZsyYId+/detWeX2bzYY9e/bg1ltvjer1vV4BXq8Qh+/k5OXxeOF2n3xvIEo87jsULe4zFCnuKxQL7jcULe4zFCnuKxQL7jcULe4zFI3BvL/067CYw4cP48knn8SPf/xjzJgxA/X19fJ/s2fPRmFhIe68804cPHgQzzzzDHbu3InLL78cAHDZZZfhm2++wTPPPIODBw/izjvvRElJCebMmdPH3xURERERERERERFR/7dy5fuYP38mPvjgnZD3V1VVYv78mbj33t+Hfaz034IFs3DOOQvxu9/9CsePHwMAVFdXYf78maiurkrgd6HWrwvia9asgcfjwVNPPYX58+er/tPpdHjyySdRX1+PJUuW4L333sMTTzyBoqIiAEBJSQmWL1+OFStW4PLLL0dLSwueeOIJ5oETERERERERERERRWD16lUoLi7Bxx+vDHn/mjWfoLi4BF988TmsVmvQ/Xl5+Xj33Y/x7rsf4+23P8LTTz+H1tZW/PrXy+D19k2Her+OTLnxxhtx4403hr1/2LBhePnll8Pev3DhQixcuDARm0ZERERERERERER00mpubsLWrV/jzjv/gPvuuwtVVZUoKipWrbN69SpcdtmVeOGFf+Lzz9dg8eKLVPdrtVpkZ+fIt3NycvCTn9yKm266DocPH0RKSmqvfC+qber1VyQiIiIiIiIiIiKifu3TT1cjJSUF55xzPnJycvHxxx+q7j969AgOHz6E6dNnYu7cefjoow8iel69Xuf7vyHu2xzR6/fJqxIRERERERERERENMla7G9VNnb32eoVZybAkxVYCXrPmE5xyynxotVqceupp+PjjD3HddT+WI6lXr16FgoJCjB49BvPnL8Rdd/0famqqUVBQGPY56+vr8M9/Po1hw4Zj6NBhqKurjWnbeoIFcSIiIiIiIiIiIqIEs9rd+NVTX8HqcPfaa1pMejxw87yoi+K1tTX49tsduPLK7wMAFi48He+88xZ27tyOKVOmARAL5vPni3HVp5xyKgwGIz7++ENce+0Nquc5++wFAACPxwun04ExY8birrvug06ni8e3GDUWxImIiIiIiIiIiIhItmbNJzAajZgz5xQAwLRpM5CamoaPPvoAU6ZMw969u1FRUY7TTlsEALBYLJg1a3ZQQTwnJxfLl/8DAKDRaJCWlo7U1N7PDVdiQZyIiIiIiIiIiCjBvF4BKzcex7qdVbho3gjMnxw+VoJOTpYksVt7IESmrF69Cg6HA+eeu1Be5vF48Nlnq7Fs2R1YvXoVAGDZsqXy/V6vF4IgYOfO7Zg8eSoAQKfToaRkSM++iThjQZyIiIiIiIiIiCjBXlq1H1/sqAIAvPX5IcydkA+9TtvHW0W9zZKkx6ii9L7ejC6dOHEcBw7sx89//ktMnz5TXn706BH88Y//h7VrP8enn67Guecuxve//wP5fo/Hg1tvvREfffShXBDvj1gQJyIiIiIiIiIiSrA9x5rkr9usLmw/2ICZZXl9uEVEoa1evQppaem4+OIlMBqN8vKRI0fjhReexfvvv436+jp897vfw8iRo1WPPeecxfjf/z7Cz3/+y6hec/v2b3D8+DHVsjlzTpEHeMYTC+JEREREREREREQJZrWrByl+saOKBXHql9as+QTnnHO+qhgu+c53LsNjjz2MkpIhKCsbH/L+t99+E+vWfR7Va953311Byz7/fCP0+viXr1kQJyIiIiIiIiIiSiCvIMDmEAviZpMONocHu482oanNjqy0pD7eOiK1V155K+x9l112JS677Mqw948cORpffrlFvr148UVdvlZhYZFq/d7AoCIiIiIiIiIiIqIEsjvcEHxfnz1THDAoAFi/q6bPtolosGJBnIiIiIiIiIiIKIE6FXEpw/JTUTY0AwCw/ttqCIKA4zXt+GjjcbmLnIgSh5EpRERERERERERECaTMD7ck6TF/ciH2nWhBXbMNByta8ZdXvgEAtNtcuOL00eGehojigB3iRERERERERERECWS1u+SvLUkGzCjNQ5JRBwBYufG4fN/Hm070+rYRDTYsiBMRERERERERESWQMjIlOUkPk0GH2ePyAAA7DzfK96WYDb2+bUSDDQviRERERERERERECWR1qCNTAGD+pKKg9aT7iChxWBAnIiIiIiIiokFJEAR4BaGvN4MGASlDXKvRwGQQo1JGFaehIMuiWq/D6gp6LBHFFwviRERERERERDTotFudeODVbbj98fWoa7b29ebQSa7TlyFuSdJDo9EAADQaDU6dVKBaz+pww+ny9Pr2EQ0mLIgTERERERER0aDS2unEA69tw/7yFrR1OrH+25q+3iQ6iRyuasWf/70Vm/bUysukDvHkgEiUeRMLodNqVMtaOp2J30iiQYwFcSIiIiIiIiIaNJrbHfjrK9+gsr5TXrbvRHMfbhGdbP73dTkOVbbiP58dguCL5JEyxAMzwjNTTVh2xRTMm+jvFG9pd/TexhINQiyIExEREREREdGg0NbpxF9f+QY1TWJESr4vv/lIVRscjKmgOJH2r+Z2B+pbbACUkSmGoPXHD8/CktNGyrdbOlgQJ0okFsSJiIiIiIiIaFD4YkcV6nwFyu8sGIFrzysFAHi8Ag5VtPblptFJQhAE1Dbb5Nv7TrQACB+ZIklLNkIKTmnp6H+RKY2tdvzfMxvxz/d3y13vRAMVC+JERERERERENCg0ttkBiJ3hF506AiOL0mHUi6WRgxUtfbhldLJo7XTC4fRfbSDF8UgF8VAd4gCg12mRmmwUn6Mfdoiv2nwCNU1WbNhdiwpF3BDRQMSCOBERERERERENCu1WMbYizSIWJQ16LbLTkwD0z65cGnhqfXEpkv0nWiAIAqxSZIopdIc4AGSkiAXxgxWtsPkyx/uLhla7/PW2g/V9uCVEPceCOBERERERERENaNsO1uNfH+9DW2fXRe12q3h/qsUoL0s2i8VxKeOZqCdqAgrize0O1Dbb0NlNZAoAjC5OBwAcqmzFCyv3Jm4jY9Bm9b+3th1o6MMtIeo5FsSJiIiIiIiIaMASBAHLV3yLtdur8J/PDnW5rtQhnmrxx1ak+CIsOm0siFPPSfnhBr2/5LZpTy08XjF3OzPVFPaxly0chYkjswAA2w81wu3xJnBLIycIAqoa/DEpx2vbUVHf0YdbRNQzLIgTERERERER0YCljDrZtKe2y3X9HeL+grjUsSt18BL1hBSZMiw/FbkZYhzPlzur5PtzM81hH2s26XHGtBIAgNvjRU2jNey6vam53QG7IhcdAP718T54vRyuSQMTC+JERERERERENGApIyqSjLqQ6zS3O7D+22q56J1qZmQKJUZ9i5i1nZthRtnQTABAY5t/SGZ+pqXLxw8rSJW/PlbTnoAtjJ6yO3z2uDwAwOHKNuw62thXm0TUIyyIExEREREREdGAVdPoL9YZDaEL4v94bzee+9CfyRyyQ9zGDnHqueZ2sSCelWaSC+ISs0nfZYY4IA7WlIa+Hq/tXwVxjQb44Xll0Go0vuX9o4OdKFosiBMRERERERHRgFWtiJWwO4OL2la7GwcrWlTLQg3VdLg8cLn7R2YzDUwOl0e+CiEr1YSyYeqCeF6mGRpfMTkcjUaDYQVpAMIXxOtbbHAERJgk0uGqNgBAXqYFZpMemani+6ex1d5r20AUTyyIExEREREREVGvOFrdhg83HIPD1fNiniAIWLnxOFZvrZCX2Rwe2BzqovihyhYIAVHH6g5x/9dWxqZQjGqbrNi8159hn5mahMxUE/IVmeH5XeSHKw0rSAEAHKlsw7tfHlUN19y8txa/eXoDHvnP9vhseDe8XgF7jjUBAMb7CvzZaWI2emMbC+I0MLEgTkRERERERES94pn392DF2iN4+4sjPX6ugxWteOvzw0HLWzocqtv7y1uC1lF3iPsjLDo4WJNi4HR5cO+/tuCFlfvkZZmpJgBAqSI2JTcjsoL4KRMKYDRo4RUEvPvlUdz94tc4UtUGt8eLp9/dDQHAgYpWtHY6u32unjpe2y53vU8YkQUAyE4XC+IN7BCnAYoFcSIiIiIiIiLqFVK+8rqd1SHjTaJxxBfjEKipXV0QPxCiIJ5iZoc4xU9zuwPWgCsTMtPEgnjZsAx5WV6EHeKF2cm4+7rZKB0iPrayvhP3vbQFP3nwc9V6x2tCvwfiaddRsTtcq9HImehSQZwd4jRQsSBORERERERERAnn9QpwusToB5vDjY27a7t5RNdOhMlXblEUxB1OD45VB69n0PvLIcmK4jgHa1IsAiOA9DoNUn371fjhWTAZddAAGFWUHvFz5mdZcMfV0/CDc0uRZNRBABCQ/INjNYkfurnbVxAfWZwGi28gqBSZYnO4YeVVFTQAsSBORERERERERAkXWDRcs7UCQmC4dxSkgYMzy/LwxLLT5CK3skP8cFUrPN6uXyMlyR+Z0skOcYqBPWDAZWaqSR6emWYx4q5rZ+EP185CUU5yVM+r1WiwaFox/nTDHEwdnQOtRoPpY3PlDPxQJ3viyeZw43BlKwBg4vAsebnUIQ6wS5wGJn33qxARERERERER9Uxg0bCyoRP7T7SgbFhmmEeE53B6UNNoBQCMKkqD2aRHZqoJdc02NCsK4lJcil6nVQ0mVEoy6aHRAIIAdNpYEKfoBQ5yNep1qtv5WZYePX9WWhJuu3wyPF4vdFot/r1qPz7bVoljCY5M2X+iRT6hJOWHA/4OcQBobLVjSF5KQreDKN7YIU5ERERERERECRcqM3zNNxUxPVd5XYccHzEsPxWAv0hX12yV19t/ogUAMLIoDT//7mQUZFlw40XjVc+l1WhgMYn9ghyqSbEIPNnTbk3MsEudVizjDS8Q9/mWDifaEjhYU4pLsZj0GF6YKi9XFsRrmqxBjyPq71gQJyIiIiIiIqKEU0amjCpKAwBsO9CAphgiF44r8sOH5ovdqcW5YhxFRX0nALEAf9g3eHPskAxMHpWDP984F3MnFAQ9n5QjzsgUioUt4GSPMlIkEQqy/R3n9S22hL3O7mNiQXzc8Ey5GA8ARoMO+b4Boe+uP4qj1Ykf7kkUTyyIExEREREREVHC2R3+gvh5c4ZBA8ArCPhsW2XUzyUVxHMzkmBJEovZQ3LFwnhbpxOtnU68+NE+OSZlwvCuY1mSfc/ByBSKhXLfTk7S4/tnlyb09XLSzfLXicrwbmi1yd3fyrgUyTXnlkKv08Dh9OCR/+xAdWNnQraDKBFYECciIiIiIiKihLMrOsSH5CVj8qhsAMAXO6rC5nuHc6JGLIgPzffHOJQocoxf+ngfNu+tAwDMHpeHsUMyuny+9GQjAKjyx4kiJcUBWUx6PPazBRjpuwIiUdJTjNBpxaGdDa2JKYjvOdYsfz1heHBBfPzwLNx40QRoNECHzYWHXt+OxgRtC1G8sSBORERERERERAmnzBA3GfU4fXoJAKDd6sKOQ40RP4/L7UVlg9iNOkxREC/KSYZGrBFi28EGAGKMynXnj4NGuiOMPF/8Qy3zkCkGNl+HuNmkg7abfS0etBqNnOOdqCL0Ll9+eH6mGbkZ5pDrzCzLww/PKwMgnkz6x/u7E7ItRPHGgjgRERERERERJZxDMXgwyajDxBFZyEgRO7PXf1sd8fNUNXTC4xVHag4r8BfETQYd8jP92cpmkx63fmcSTEZdt88pZTK3WV2wMkd8UHG5PXhn3RHsOhL5SZlA0smeJN9w1t4g5ZQnokPcKwjY68sPHx8iLkXptClFOGfWEADAoYpWeL1Cl+sT9QcsiBMRERERERFRwkkFcY0GMOq10Go1OGWiOOBy5+FG/PeLI/j7WzvRbnV2+TzqgZqpqvuUsSk/vmg88rMsiESBopBezS7xQWXlxhN4b/0xPP7fb/HsB3uwfMVO1cmbUFo7HFiztQKtHWLEjs23flIEJ1/ixV8Qj/9QTZvDjU67WOQfXpDazdrAEMX7LnDAKFF/xII4ERERERERESWcXVE0lCJM5k8qBCB2pH7w1TFsP9SAlRuPd/k8UkE8I8UoZ39Lzp01BMMKUvGDc0sxdXROxNsmdYgDQE0jC+KDhSAI+GqXeHWC0+3FV7tqsO1gA1ZvLe/yca+tOYhX/ncA//p4PwDA7hCLwGZj73WI50iRKW12CEJ8u7I7FMNlU83GLtYUmRWd8TY7C+LU/w2YgrjT6cSFF16ITZs2yct27dqFK6+8EtOmTcMVV1yB7du3qx7z1Vdf4cILL8SUKVPwgx/8AOXlXf9CIyIiIiIiIqLEkIZqmgz+LtrC7GSMChhAuP9ES5fPE2qgpmRUcTr+eO0sLJpWHNW2pScb5e7e2mYWxAeLw5VtqG8JjhzZebjr+JQjVW3yem1Wp/9kTx9EpjhdXrRb4xvz02nzF7WTzd1/T6qCeDfd9UT9wYAoiDscDtx+++04ePCgvKyxsRHXXnstxo4di7feeguLFy/Gddddh6qqKgBAVVUVli5diiVLluCtt95CVlYWbrnllrifNSMiIiIiIiKi7vk7xNUFtlN9XeKSriJTvF4B5XUdANQDNXtKo9HI8SrsEB88vtpdE3L5kao2dIbJknc4PfIgS68gYMu+OjkmpDcjU3J8BXEg/jniyg7xFLOh2/UtyoK4gx3i1P/1+4L4oUOHcMUVV+DEiROq5e+88w4yMjJw1113YdSoUbj22msxY8YMvPbaawCAN998ExMnTsT111+PMWPG4P7770dlZSU2b97cF98GERERERER0aDm8BUNA4dczh6XryruNbY5VAU5peomK5xuLwD1QM14KJQK4k3xz2Sm/sfl9uLrvbUh7/N4Bew41BDyvpomK5Stlhv31PZJZEq2qiAe331WeTIgOYKCuNnkf09bWRCnAaDfF8Q3b96MOXPm4I033lAtLy8vx4QJE6DT+d90paWlcmzKjh07MHPmTPk+s9mMCRMmBMWqEBEREREREVHiSR3i5oCCuCVJj7uvn42fXT5ZXlauGJypdEI1UDMl5DqxSrUYfdvJgt5gsPNwozw48ofnlcJi0iMv0yx3RH9zwF8Qd7m9ePLtb/H3t3aq9kEAOFTRipYO8aoGZWE40TJTTdD6svgbE9ghnpzUfZE/iR3iNMD03qmrGF199dUhl+fk5GDfvn2qZTU1NWhubgYA1NfXIy8vT3V/dnY2ampCXw4TjlargVarieoxg4VOp1X9nyhS3HcoWtxnKFLcVygW3G8oWtxnKFLcV9QcLrGzO8mkh16v/pmk6o2YODIbGgACgIqGTkwKMRTzsC+7OdlsQH6WRR7OGQ9Gg7hNHq8QtH29iftN79i0V6wPpacYcfr0EsybVAitRoO31h7Gqk0nsOtIIzyCAJNBh3U7q7Flfz0AoKJejOwx6LVw+a5W8HjFnnFLkqHX9h09tMhKM6Gh1S4XxOO1z0hFbYtJD1MEXe9piuG2DpenT98/1D3+jhkABfFwzjnnHDz55JP4z3/+gyVLlmDDhg1Ys2YN8vPzAQA2mw1Go3oSrtFohNMZPosslKys5Lj+gT0ZpaWZ+3oTaIDivkPR4j5DkeK+QrHgfkPR4j5DkeK+IpKKhmkpJmRmJodcpzgvBRV1HThe1xG0zptrDuDTrRUAgNJhmcjKim+HeEqySd7OcNvXm7jfJE6H1YntB8XBmafPGILsbP++dPrMoVi16QScbi/WfVuD8+eNwK5jTfL9Ul73qOJ06HRa7D7iH8CZnWnp1X2nICcZDa12NHeKta547TO+Oj9Sk40Rfz9GvVaMM9Jq+8X7h7o3mH/HDNiC+NixY3HvvffiT3/6E/74xz9i3LhxuOqqq7Bp0yYAgMlkCip+O51OpKWlhXq6sJqaOtkhHoZOp0VamhltbTZ4PN6+3hwaQLjvULS4z1CkuK9QLLjfULS4z1CkuK+odfiGZWoBNDd3hlynbGgGKuo68M2+OtTVt8Pg6zR1ub14/X/7AYhREUsWjAj7HLFy+aJSXG5P3J87GtxvEsvj9eKtzw/D7fvZzhiTo/r3Lkg3IS3ZiLZOJ15auRcvf7QPgio1XJSXYcbIojRVQdzby/tOui/mp6ZBfM147TONLWImucWkj/j7MZv0cLqdaGqx9en7h7p3sv+OieSEzIAtiAPAZZddhksvvRSNjY3Iy8vDAw88gJKSEgBAfn4+GhrUAxAaGhowbty4qF7D6xXg9Qb/4iM/j8cLt/vkewNR4nHfoWhxn6FIcV+hWHC/oWhxn6FIcV8RSdncRr027M9jyugcrN5SAbvTg28PN2LyqGwAwL7jzXD6IleuW1yGouzkuP9MpYvD3R6hX/x7cb+JP4/Xi7tf+BoV9WLBtjgnGUXZlqCf8xWnj8Ibnx5Cu9UFrxC6JlQ6NAOTRmbj36v2y1c/dLVvJ0J2mnhVQ32LDYIgxG2fafedvEpO0kf8fEkmPVo7nei0ubjfDhCD+XfMgA2L2bhxI5YtWwadToe8vDwIgoB169Zhzpw5AIApU6Zg69at8vo2mw179uzBlClT+mqTiYiIiIiIiAYtaahmkjH84MHSIRkw+wb0bT9YLy/fdVTswjXotRhbkpGQ7dP78nTd/aRjUhAE1DRZ8b8t5Xjiv99i1eYTfb1JA15Di10uhgPAwqlFIWNy500sxCM/nY8/XDsT31kwAhOGZyIvQx0vMX1sLlLMBkwckSUvM5t6t+80Oy0JgPje6lQMwuypTrv4XMm+AaORsPgGinY1VNMrCNi6vx6fflMBj7d/vM9ocBqwHeIjRozAZ599hldffRULFizAc889h9bWVlx66aUAxO7x5557Ds888wxOP/10PPHEEygpKZEL5kRERERERETUe6SCuKmLgrhep8XkUdnYtKcW2w414P8JArQaDXYfETOcS4dkwGgI//iekArigiBeLd5X8aknatvx+qeH8PWeWtT7oisAYNvBBpw+rThh3/9gIOV/A8B3F43CGTNKwq6r1WgwvCANwwvE6N3aJivufGYjAKAkNwUm37/DnAn52HFYPGETTQE5HnLSk+Sva5usyEqOz+t3+IrrKUmRP1+Sb/imNUxB3OX24oFXv5EH41qS9Jg7vqCHW0oUmwHbIZ6fn49HH30U//73v3HRRRfh6NGjeOGFF5CcLObElJSUYPny5VixYgUuv/xytLS04IknnuCATCIiIiIiIqJe5nJ75VgJqXAWzrQxOQCA1g4njlW3w+5040RdBwBg/PCsrh7aIzqdv17QV13iHq8Xf3n5G6z86piqGA6I3bXOQRpvEC8Nrf6f6cKpxdBGUSPKyzRjwvBMmE163HjReHn5zNI8nD6tGGfPHIKibEtct7c72Yqu9bpmWxdrRqfTJha1k82R99FafN3x4TrEj1a3ycVwAFi1uRx/f2snjiiWEfWWAdUhvn//ftXtRYsWYdGiRWHXX7hwIRYuXJjgrSIiIiIiIiKiruw45J/xldpNF+2kkdnQaTXweAVsO1gPoyFfvq84t/thabHSa/09g26PAGPvNvsCAJrbHHJ37oQRWZg9Lg9Olxev/O8AAPHEAsVO6hBPTtLDkhRdSUyj0eAX35sWdPWAXqfFNeeWxnU7I5WVaoIGgACgrtmKspK0Hj+nx+uVu7yj6Xg3d1MQDzzBc7ymHcfRjvpWG+65fjYbWKlXDdgOcSIiIiIiIiLq/xxOD15dLRZ0s9NMmDQyu8v1zSY9yoZlAgC2H2xQxVwoIyLiTa/sEO+jfOM6RdHwyjNHY8HkItX37HJ7+mKzThqNvn0puwf7UV9F6YSi12mRkSoO1qxrssblOTvt/oJ2NJEp0RbEJZX1nThR2xHFFhL1HAviRERERERERJQw+8tb0NLhBABcddbYLjPEJVJsSmVDJ/Yea5aXS0MEE0HKEAcAj0dI2Ot0RVk0zMsQ4zcMev92sUO8Z6STKznp5m7WHDik4n5dc5wK4orhnNF1iEtDNUOftFGe2Ar05bfVEb8OUTywIE5ERERERERECVNRL3Z/ajWabrvDJVNH58hfr95SDgBISzYmdKBkf8gQr28Ri4apFqMc6aEqiPfRdp0spAzxRF5p0Nuk76WuKT4Z4tLwW8Bf5I6EnCHudEMQgk8oSSd7SnJTgu7btKe2z95zNDixIE5ERERERERECSMVxAuzLaribley0pIwrCAVgJiPDAC5CS5iKjvE+64gLhYNCxTDGdkhHh8ut1e+UqEnkSn9jXTVRLw6xJX7mFEfeUE8yVcQFwR1UV0idYiXDc0Iuq/D5sKOQ41RbilR7FgQJyIiIiIiIqKEqagTC+IlecGdoV2RYlMkiS5i6hXZ0H0VmVInF8T9w0MNOhbE46GprXey6Hub9L102Fxh87uj4VTk1Ed6Agvwd4gDwTniLrcHze0OAEBuphnXLx6HccMyce+PZiMjxQgAWM/YFOpFLIgTERERERERUUK4PV5UN4qdqyW5yd2srTZ7XL7qdqJzn3XKDvE+GqrZwA7xhNlf3iJ/nZ9pCb/iAKN8X3SV0x0pl0vZIR552dDcRUFcuV256WbMn1yIO66ahuLcFJwysQAAsPNwI1o7nbFuNlFUWBAnIiIiIiIiooSobrTC4xW7rUNlB3elIMsix6YAQHaaKa7bFkgdmdL7HeIdNhc67WIhMT9L0SGuiK1gQTx2UgdyYbYFhdknT0FceeVEQ0vPc8Sdin3MEEVmv7ogro5MUQ6Lzc1Qd+efOrEQAOAVBGzaXRPVthLFigVxIiIiIiIiIkqIyoYO+etoC+IAMH9Sofx1ZlqiM8SVkSm9W3j2egU8+8Ee+fbQfP+JAA7V7Lm6ZisOVrQCEPcpjUbTzSMGDuWJovrWOBTEXf5idnQd4v7iuc2p7hDfdbQJgLgv52aor/QoyknGiMI0AMD6XSyIU+9gQZyIiIiIiIiIEqLVN8RQowEyY+jwXji1CKdMyMe0MTmYOCIr3punouvDDvE9x5uw87A4VHDWuDyUDc+U72OGeM/tOd4sfz13QkEfbkn8GfQ6pPtyuBvjEJmi6hCPQ4a41yvg6711AIApo3NgDNF1Pn+S+G9SXteB2jgNByXqir77VYiIiIiIiIiIotdhcwEAkpMM0MbQlavXafHjiybEe7PCvJZ/+9y93Ind1OaQv/7RBeNVHcx6vf9rFsRj0+7LpjYatMhMTWz0Tl/ISTejtcOJhpY4ZIj79jGdVqOKEepOkqIgblUUxPefaJazwecEzAWQjC7JkL9uaLWfVBnv1D+xQ5yIiIiIiIiIEkIqiKdaDH28Jd3Ta/0lEin3vLdYfdnhWo1GFT0BADqtFjqtWBRnQTw27Vbffmg29vGWJEaOL0c8HkM1nW4xMiWa7nBAjFeR9tPNe2rx5ueH4HB5sHFPLQAxUmXyqNBXeWSk+P9dWjscIdchiid2iBMRERERERFRQnT4CpHJ5v5fENf1YYe4FDFhNulC5lvr9Vp4nB5miMdIOjGTMgBOzMQiJ0MqiPc8Q1w66RJNfjgAaDQamE16dNhc2HeiBftOtMBqd2Pr/noAwPSxuaoBsUopZgN0Wg08XgEtvpglokRihzgRERERERER9diarRV4f/1RVTFZ7hAfAAVxZTyEp5czxK1yQTx036KUI84O8ch4vF44FMMh261ikXUgXKkQi5x0cVBlu9UFh9PTzdpdc7rEfSxc8borgVc3rN1eJe/bc8aHjksBxGK61CXe0s4OcUo8FsSJiIiIiIiIqEfqmq145X8H8Pa6o3h9zUF5uZwhPgAK4lLcA9B3HeKWcAVxX7eumwXxbgmCgAdf246fPvoFjlS1AQDabYMjMgUAGtp6Fpvi8kWmGA3RlwzDndBJsxgwblhmyPskGSlitnsLI1OoF7AgTkREREREREQ90qzo6vz0m0pU1ncAGLgd4u4+yhC3JHVdEGeHePecLi8OlLfA7RHw0abjABQZ4idrh3iGWf66sYvYlIZWG377z43496r9YddxyB3i0ZcMw53QmVmWB5226+fzF8QZmUKJx4I4EREREREREfVIp6+gK/lw43EIguDPbh4ABfH+kSHeTUHc07M4jMHA7vTvi9sPNqC1wzGghrvGIifN3yHe2MVgzbe/OILqRis+21aJ1VvKsXlvbdA6cod4DJEpScbQ+29XcSkSdohTb+JQTSIiIiIiIiLqkU5fwVGyeU8dFs8dBo+v03ogFMS1Go082K+3M8S7jUxhhnjE7IoMbY9XwJpvKuSf20DYD2NhMuqQnmJEa4cTDV0UxKsarPLXr64Wo42Meh2mjsmRlzuloZpxikzJTjNhVHF6t4/NSPVliHc4IQhCyOGyRPHCDnEiIiIiIiIi6lZNkzVs96myQ1wDwCsIePuLI/KygVKIlLrEe7tDvNuhmoxMiZg9YKjkmq2V8teplpMzQxwAcjMtAIDGEBniDa02fLzpBE7Utgfdt3Z7peq2tI/F0iEe6oTOmTOGQBtBcVvqEHd7vEFXnBDFGwviRERERERERNSluhYxe/gPz2+S4yeUOu3+SIoZpbkAgG0HG+T7UwZIVIXel3PcbyNTWBDvljIyBfD/bIGTNzIFAPKzxIJ4XXNwhvhrqw/iP58dQqjrHnYdbUKb1Z/b7fRFpsSSIW5O8hfRM1KMuOf62Th39pCIHpue4j9ZwdgUSjQWxImIiIiIiIioS5v21EIQAJvDg6/31QXdL0WmJCcZcO6coUH3D5QOcb2vQ9zTi0M1BUGQO8TDDtWUIlN6uVA/ECk7xAM7kwfKfhiL4twUAOKVHIKg3n+VJ6cAccjlqRMLAIj7+qY9/ixxl0vqEO9ZZEp2ehJK8lIijj6ROsQBFsQp8VgQJyIiIiIiIqIu6RUDJ5vbg4tVHb6Ig2SzHqOK0jGmRJ0ZPFAKkTpd73eI250eSPVLdoj3nLIgPmtcnuq+kzkypSRPLIjbnR60dPg7vh2u4EGsN10yAT+6cDyGFaQCAL76tsa/vm8fMxiij0xR7r/mMAM2w8lOS4L0W6aqvjPq1yaKBgviRERERERERNSltk5/ga2iriPofmWHOACcN9vfJa5RLO/v9HKGeO91iCsjPcIO1WRBPGLKyJRzZvnjOrQaTdgO/JOB1CEOiF3iksAIldOnFcud81KX+PHadlTUi+9rly8yJaYOcUURXK+L7vFmkx7FuckAgAMVrVG/NlE0WBAnIiIiIiIioi4pO06PhxjMJ2WIS4XvKWNykJ9pBiDGgGi1kcUm9DWpiOfpxQ5xq6Igbg4XmaJnZEqkpA5xjQYYXpAqX62QYtZHNNxxoJI6xAF1QbxW8fVd183C/ztnrHx7zvh86HzvTalL3OmLTIkpQ1xxQieWx48ZkgEAOFjREhT7ouRye7DnWBMczuDud6JIsCBORERERERERF1SxqQ0tzvw6uoDePrdXfjLy1vxu2c34USt2F2abBYLYlqNBpctHAUAmDwqp/c3OEY6eahmP+sQ14nxFewQ755UEE8y6qDRaPCdBSORnKTHgilFfbxliWVJMsiDKWsaFQXxZvFrnVaD4txkVaZ3qsWIyaOyAQAbdtfA4/XK+5gxhsgUk8FfZoy2QxwAxpZkAADarS5VUT/Qf784gode346XP9kf9WsQAcDJe60IEREREREREcVF4JC71VsqQq6XoohGmVmWh8d/fhrMpugLa31Fjkzx9mKHuJ2RKfEkRaYk+eI7yoZlYvnPT+vLTeo1hVkWtHY4AzrExciU3AyzfMJH6dRJhdh2sAGtnU7sPtoMZw8iU5RN3bG878f6OsQBYOfhRhRmJ4dcb9XmcgDA+l01+NGF46N+HSJ2iBMRERERERFRWIIgoEXRIa4BkJ5iVMVRSJIDhmdakvSqjtT+Tq/r2w7xcEM19SyIR8yh6BAfbKQCsjImReoQlyKMAk0elS0PvV23o0ouasdSEB9VnI7sNBOMBi0Wzx0W9eMzU00Y4ot+eXvdEVQ3dj9cs6toFaJw2CFORERERERERGHZHG44fYXY684vw6mTCuVM8A6bC7c9tk5ed6APLZQ6xHszQzySgjg7xCMnRaaYYoj8GOiy05MAAM0dDgiCAI1Gg1rfUM38LEvIx+h1WswZn481Wyuw9UC9vNygj/7nZ9Brcd+P58Lt8cIS4yDda88vw5//vRVOlxcfbTyB6y8Yp7o/sABuc7hjfi0avNghTkRERERERERhKfPDM1JNqgGZKQEd4ckDvDCl64MOcWmopkGvDTuI0KBjQTxS9kHcIZ6WLGaIu9xe2J0e2BxutHWKA3HDFcQB4NRJBUHLjIbYSoZGg65HBeoRhWmYMlqcO1AVokNcOYQWAJraHEHrEHWHBXEiIiIiIiIiCqulwyl/nZliCro/M9W/TBqqOVDpfcV+Ty9miNscYgE3XHc44O8Q9wpCr27bQBSYIT6YSEM1AaCt0ynHpQDhI1MAYFh+Kopz1Hnd4U7O9IY837bW+brblZTxTQDQ1G7vlW2ikwsL4kREREREREQUxOP1orbJqio4ZaQGF8QLFJ2n5gFehOyLDnGbr4Br7qKjWVmcZJd412xSh/gAGuYaL+nJ/oJ4a6dTHqgJAPmZ4TvENRoN5k7IVy0zxhCZEi95GWJBvMPmUkUKAWIcjFIjO8QpBiyIExEREREREVGQFZ8fwZ3PbMQLK/cBEONRkkNkhF991hhoNRqkpxiRmxG+C3Ug6IsMcbuv4JcUQYc4wIJ4d/yRKQP75Ews0pL9J6yUHeIGvRaZacEns5TGDslQ3Y41MiUechXd7IFd4i3tTtXtpjZ2iFP0Bt9vByIiIiIiIiLqkiAI+HjzCdWy6WNzodFogtYtzk3BX286BUkmXZ/GLMSDTtv7HeJSAbfLDnEdC+KRcsiRKewQlzrE8zLN0IZ47yoNL0hV3e4PHeIAUN9iwzDFtgV2iLMgTrEY2H+piIiIiIiIiCjuGkMUmWaV5YVdPzs9acAP1AT8HeLuXs0Q7z7zWtUh3ovd6wPRYB6qadBrYfFdaaDsEO8qLsX/WF3A7b4rGWalmaDz5fnXtQR0iAcVxP23P99Wiftf3orqEMM4iZRYECciIiIiIiIilcOVbarbGgBlwzL6ZFt6k75PMsSloZrMEO8Jr1fAirWHB3VkCgCk+brExQ5xqSAeWZRRTnqS/HVfFsR1Wi2yfdsSHJmiLojXtdggCAIEQcBLq/bjYEUr/vHu7l7bVhqYWBAnIiIiIiIiIpVDla3y19PG5ODWJZPkOJGTmY4Z4gPWlv11+HDDcfn2YOwQB/wF8erGTnTaxX0rP6v7DnEAWHzKMPnrFHPfXvEhxaYcrmqF3ekfrNkcUBBvbnfg2yON6LC55GUn6jp6ZyNpwDr5/5oRERERERERUVSkgvjU0Tn46WWTMW1sbh9vUe/wd4j3YmSKnCEeviCuzHN2ujwJ36aBaNfRJtXtwVoQl3LED1b4T2pF2iG+cEoRrjlnLH7+3ckwd3GCpjeUDs0AAFTWd+Kvr25Da6cTDqcHFfVisfv8uUORniJ+rys3HA/qJBeE3rvKgwYeFsSJiIiIiIiISOZwelBeKxadRhWn9fHW9C45Q7w3h2r6OsS7ikwxGvzlGyc7xEMKLIgOhisaQklTDNaURNohrtFocPr0EkwelRPvzYraubOH4pQJBQCA4zXtuO+lLVi7vVJ+b04ZlYNzZg0BAByoaMX6XTWqx7d0OHt3g2lAGZy/HYiIiIiIiIgopKPVbfD6uitHF6f38db0Lr2viOrppaGaHq9XLnB3lXltMrBDvCteQcCJ2nb5tgbA0PyUvtugPhRYEDcZdXLX+ECi12lxw4XjcIEvxqWh1Y7XPz0EADCb9BhVnIZFU4vlTva12ypVj5c6yYlCYUGciIiIiIiIiGSHq8SoBZ1Wg+GFg6tDXNfLHeLSAEig64gPo6Ig7mBBPEhtk1X+WS45bSTu/tFs5GZEFhNysskIKH7nZ5ih0Wj6aGt6RqPR4LKFo3DNuaVQfgvjh2dCp9XCbNLjjOnFAIDAdywL4tQVFsSJiIiIiIiISHbIlz08JC9F1Zk8GPR2hrjN4R8W2FVms0kZmeJiZEqg44ru8Dnj81GSOzi7wwFgdIn6qo68CONS+rPTpxXj1iWTYPQNl51R6p9pcNbMIfL7VqmcgzWpC32bkE9ERERERERE/YYgCPJAzcEWlwL4C+KCALjcXhj0ie0jtDv83d7mLjrE9TotNBC7YBmZEqy6wQpA7LLPSU/q463pWwVZFuRmJKG+xQ4g8oGa/d20Mbm454Y5qG7oxORR2fLy9GQj5k8uxOcBkSm7jzbB6xWg1Q7M7nhKLHaIExEREREREREAoKbJik672LUc2Gk6GORm+IupVQ2dCX89m9PfIZ7URYe4RqORY1McHKoZpN0qDlBMTzEN2HiQeNFoNBihiDo6maJj8jLMmDI6J+jf+LzZQ6D1LZs3URzE2W514WBFS29vIg0QA6Yg7nQ6ceGFF2LTpk3ysi1btmDJkiWYOnUqLrnkEnz11Veqx3zwwQc466yzMGXKFCxduhRNTU29vdlEREREREREA4bUHQ4Mzg7xYQX+QuLRmra4PneoQZ02ZYd4FwVxwB+bwg7xYO1WFwAg1WLo4y3pH6aP9UeKFJwEkSndycu04PYrp+D7Z4/FNeeWwuh7r3xzoKGPt4z6qwFREHc4HLj99ttx8OBBeVljYyNuuukmLF68GO+//z7OP/983HLLLaipqQEA7Ny5E7/97W9x66234o033kBbWxvuvPPOvvoWiIiIiIiIiPq9w5ViETgz1YSstMEXPZGebERWmgkAcKy6vZu1I1fZ0Imf//1LPPnOLtVyu6JDvKvIFMA/WJNDNYNJHeKpZhbEAWBWWR4Wzx2GxXOHYcwgudJj/PAsnDmjBCaDDpNGiJEqO4809vFWUX/V7wvihw4dwhVXXIETJ06oln/zzTfQ6XS44YYbMGTIENx0000wmUzYvn07AODll1/G+eefj0svvRRlZWV44IEHsHbtWpSXl/fBd0FERERERETU/x32dYiPGoTd4ZLhvi7xY3HsEH9h5V502t3Ysq9ONbDT7vQXt5OMXXeISwVxDtUM1m6TOsSNfbwl/YNGo8Hli0bh8kWjBmWEzNihGQCA2iaranAtkaTfF8Q3b96MOXPm4I033lAtz8jIQEtLCz755BMIgoDVq1ejs7MTY8eOBQDs2LEDM2fOlNcvLCxEUVERduzY0avbT0RERERERNQfuNxePPvBHqxYexiCIATdb7W7UOnLzR6McSmS4QWpAIDK+k643PHpxm7tcMhfKyNPpGKdRgM55iEco2/ApzNO25QIFfUdeODVb7Bhd02vvi4jU0hpWH6q/HV5XUcfbgn1V12ffuwHrr766pDLZ86cie9///u47bbboNVq4fF4cP/992PkyJEAgLq6OuTl5akek52dLUeqEBEREREREQ0mm/bU4qtd4mfiMSXpmDwqR3X/Z9sq5a8HS8xCKMMLxWKaxyugvK4TI4vSunlE97yK8w8OlxcWXxqNVBA3G/XddvIOhA7xR/6zA83tDuw70YJTJhT0ymt6vQI62SFOCkPyUqABIAA4XtOOsUMy+niLqL/p9wXxcDo7O1FeXo5bb70Vp59+Oj755BP86U9/wpQpUzBq1CjY7XYYjepfhEajEU6nM6rX0Wo10GoH3+UlkdDptKr/E0WK+w5FS9pXtFoNdDrNoLzsjyLD3y8UC+43FC3uMxSp/ravHKhokb/+aNMJTC/1N5G1W534aKMYVVo6JAOjS9IH7THX6JIM+esTde1y/EJPKDvy3V4v9L5ub4dbLG6bTXp5Wbj9JsmXMe5y+x/f3zS3+zvhe6ue0tbphPTTzUgx9tufTSL1t981fS1Vb0R+lgU1TVacqOsYlPtEV7i/DOCC+LPPPgtBEHDrrbcCACZMmICdO3fipZdewt133w2TyRRU/HY6nTCbzVG9TlZW8qA9CIhUWlp0P1MiCfcdiobD5cFdz28GADzw0wUw6LseOkSDG3+/UCy431C0uM9QpPrLvnKgolX+ev+JFtS2OlA2PAsAsP1IE6y+buUbLp2ErKyUPtnG/iAzEyjItqCm0YqqRhsyM5N7/qSKuoIxySg/p9Q5nmIxBL1O4H6Tkiw2/XmB+GxTnDW02NQL9Dpkpid+329z+CNkCvPT+uXPprf0l981/cHYoZmoabKior5jUO8TXRnM+8uALYjv3r0bZWVlqmXjxo3DwYMHAQD5+floaGhQ3d/Q0IDc3NyoXqepqZMd4mHodFqkpZnR1maDx9N/L9mi/of7DkVLp9PiUFU7Dvk+xG3ZVY2yYZl9vFXUH/H3C8WC+w1Fi/sMRao/7SsNLTbUNVlVy15btQ8/v2IKAKCqth0AoNVokJdmRHNzZ69vY38yND8VNY1W7D/eFJefhfLfv76hA9nJBngFATsP1gMA0iz+n3m4/Ubj6zLvtDr75b/P1wG54UdONENbkvj9vrLaf6JH4/X0y59NovWn3zX9RWGWWOw9UduOuvp2GNglLjvZ95dIToAM2IJ4Xl4eDh06pFp25MgRlJSUAACmTJmCrVu3YsmSJQCA6upqVFdXY8qUKVG9jtcrwOsNHjZCfh6PF273yfcGosTjvkPRqKz3D0NparNz36Eu8fcLxYL7DUWL+wxFqj/sK3uONclfzyzNxZb99fjmQD2O17SjOCcZrZ1i1EWKxQCPRwAwuD8HD8tPweY9taio70CnzQWToWdXJyrrCla7G263F3uONaG2Weyqnjs+P2gfCdxvDL54A4fL0+f7Uyj7j7eobtc1W+UBpYnU0uFPB7AY9f3yZ9Nb+sPvmv4iL1MsiAsCUNPYicJsdokHGsz7y4A9PfLd734XX3zxBV588UWUl5fjxRdfxJdffikP4bzqqqvw7rvv4s0338S+ffvwq1/9CosWLcKQIUP6eMuJiCgWVQ3+gnhrZ3TzIIiIiIgGu9omsfBqNunx/bPHQu8rrn686TgAoMPqG0poNvTNBvYzwwvEQZqCAHy9tw4ffHUMrR2OkOsq88HD8SrWcbjEiI/PfUNMk5P0mFnW/dXs/qGanm7W7BvHattUt5vaQv+84q3d6v9skGrh/kuivEyL/HV9YJwPDXoDtiA+depULF++HG+//TYuvvhivPfee3jmmWcwZswYAMC0adNwzz334IknnsBVV12F9PR03H///X281UREFKuqBv+lj20siBMRERFFpcPuK3hbDEhPMWH+pAIAwMbdtWhqs6PDJt6fzII4AGBYvr+z+fmVe/HfL47g9U8PBa23Yu1h3ProF9h5uLHL51NeeO5wetDa4cC2g2LM66mTCiOajyMVxB0uf0enVxCwydfJ3tdqGtWRPE3t9l553XbfyRyTUcc5QyTLTU+Sv5auxCCSDKjIlP3796tun3nmmTjzzDPDrr9kyRI5MoWIiAa26np/Qby1gwVxIiIiomh0+greKb6C97lzhmLtjip4vAI+3Hgc7TZ2iCtZkvTIz7KgVpG7vmlPLX5y8QT5drvViY83nYDHK2Dz3lpMHpUd9vkEr7pDfN3Oanh8yxZOLYpom0wGsafR6fZ3iH/41TG8ve4ostNMeODmedBo+mYGWofNhU67W7WstzvEue+SktGgQ2aqCc3tDtTFuSBe12xFeoqpx1FK1HcGbIc4ERENHm6PF7XN/g8jbVYWxImIiIii0RFQEM/PtGDOuHwAwNptVfLw8hRGTshGdJN/vXF3rVzUbm4PX/z1CgKcipxem8ONL3ZUAQDKhmZEnG1s1EuRKV4IgoC2TidWbjoBAGhsc8DpCp0F7PF68cR/v8Xf3tgOdwIG6B2vacfKDcfl25mpJgDi3J/e0NAqvk56irFXXo8Gjnxfjng8I1P2HmvCb/6xEfe/vDVuz0m9jwVxIiLq9+pbbKpBROwQJyIiIoqOlBGenOQveF+2cBSMeq0q3zqFXbayUAMhpfxuQRCwbmeVvLwlTL44IEakKH1zoF4u4i6aVhzx9hgN/hKO0+3F++uPqZ670xeLE+jrvXXYeqAeu442yTEt8dLW6cRfXv0GH28+IS8bPywTAFDbbMXn2ytxvKY9IYV4QBxWerCiBQAwsjA9Ia9BA5c0WDOekSlPv7cbAHCitkP1GZUGFhbEiYio35OGQElaO3vn8ksiIiKik4WUIa4seGenJ2H2+HzVeoyd8BtemBa0TCpkH69tR4Ui0q+rDnGbQx0lcqymHYCY5z59bPfDNCVGRTxDRX0HPt9eqbo/MLJEcqTaP+zS7Y5vYXrtjipVUd5i0mNksViYtjk8eOnj/bj7xa+xbPmXOFbTFu5pYlZe1wGbQ3z9sqEZcX9+GthyM8SCeEOLDR5vfPZ9u2J/dyXoRA8lHgviRETUL3TYXPjj85vx+H+/VXUpAUBNk3pAT1unK2gdIiIiIgpPjkwJiEQpzlHHdTAyxW9ofkrQMil6Yd3OatVyu9MTVPiW2AI6xCXzJxdCr4u8LKPMK359zUE5rkUi5cQHbbOiOzbwMT3h8Xrx+TZ1Ud5s0mHOuHycOqkA2Wkm/7bZ3fh6b13cXluy70QzAEADYMyQjLg/Pw1s+ZkWAOJ+H69Me5fipFKirnygxGNBnIiI+oVVm0+gvK4D3xyox3Ff14wksCDuFQT5Qx0RERERdc3l9sj50oGRKAVZFtVtRqb4JRn1WDStGCajvxBd32KDy+3Bpt21ANS51eFiU+xhCuUTR4QfwhmKMjLlcKXYbT1tTI68LFxkSp0iP9kaZltise1AQ1BnvE6rhSVJjx9dMB4P3nIqHv3pfJTkiicW4pnjLNl/ogUAUJybwn2XgkiRKYD6fRAv8b7ignoPC+JERNQvlNd1yF+fqFUXxGt9BXGDooOmrZM54kRERESR6LD5i6BBBfHswII4BxMq/eDcUjy57DR5UGR9ix3fHGiQC8vnzx4qr9sUJjbF5gxdhM6IcgikNFRTkmTU4cozx8i3Q0WmOFweVXNJuC72WKzeWgEAyE4zYeKILADApaeNUK2TlmxEca54FUK8C5JewZ8fzrgUCkWKTAGAujjmiEtcLIgPWCyIExFRv9ComEJ/tDp0QXxkkT/HsZUFcSIiIqKIKK+sS0nSq+7LSU9S3WZkSjCNRoNc38+pttmKL33DNHPSkzB3YoG8XkuYgrjdEToyJT05uoK4MjIFAM6ZNQS56UnQaTUAQkemVNR1QJk0GK+CeHldBw6UtwAATp9egtsun4wHbj4Fc8cXBK2bmyH+7OpbbBDiGHtYUdchnwQoZUGcQjCb9Ejz/U6ra7Z2s3b0mCE+cLEgTkREMXO5vV0OEIqUzeFGlWIo0THF4B+X24NG3/CisYpcwLYOFsSJiIiIItFh9R83JQd0iOu06rIAh2qGVuTLWt95uBG7j4m51fMnFSLVbJBzwMMdF4cqQut1WphN+hBrh6eMTJFeX6PRINl3kiNUh/ixgCjCeEWmrNlaDgAw6LU4bUoR9DotctLNIdeVunRtDk9cYw+luBRA/TmBSCnPlyMejw7xwBM67BAfuFgQJyKimP311W/wiyfWY9/xZtXyo9VtOFzVGvHzHK9ph/LQ4kRdB/788lY0tztQ12KX7xuu6BC3h7n0lIiIiIjUOhSF0lRL113JSUZdl/cPVufPHabKC9dpNZg3qQAajUaOPmkOkyEeaqhmRooRGo0mqm0I7BDP8RWapZMcoTLEjwQck8ejQ7zD5sJGX4b6nPH53WZ35yliK+pb7F2s2T2vV8ArnxzAe18exX5fh3pxbnK3+zUNXtIJmXhE9gS+f9ye+F3xQL2LBXEiIoqJx+vFkSqxk3v7oQZ5eV2LDff+awvue2lr0DDMcI4qOsIlhypasWF3DeoUz1GSmyxfEupw8Wx8X9m8txZ/+892VDd2dr8yERER9TlVZIo5uCt5zvh8+etoi7SDRW6GGb+6ahomjczG3An5+PkVU+SOaClfPHxkSnAROtq4FACqjvLTpxXLXycn+QriIbqvpeN1STwK4pv21MLp64w9c3pJt+tLHboAUNfSs9iK7YcasOabCrzz5VF8c6AeAFDK7nDqQr5vsGZ9sw3eHkb2tFvV7zGXO3QcEvV/0V2fQ0RE5ONw+gvSlQ3+wui3hxvlr3ccakCBYtBQONKBen6WBVoNUN0oHiifqG2H1vehTKsRP4gYDTrYHG52iPehp9/dDQB4pHEHHrh5Xh9vDREREXVHKogbDVoY9MEd4P/vnLHIzUjCpJHZvb1pA0phdjKWXTElaHlehhkHK1pVQ+KVQg3VTE8xRf36ZpMeV501BjWNVnzvzNHy8nCRKR02F2oDYiKsIWJVolXjO1bPTjNhWEFqt+unpxhh0GvhcntR38PYilCxNKVDM3v0nHRyy/MVxJ1uL1o7nPIJrFgEFsTZIT5wsUOciIhi4nD5z4ZX1vsP/r1e/0GBNsIOoyO+DvHSIRm490dzMNfXpVRR3yl3mednJUOv08qX8TrZId7nGlpDX/Iaz2FJRERE1DOrt5Tj7S+OAEDYaIvkJAOWnDYKY0oyenHLTh5jfB3KDa12efaNUltncOd2LB3iAHD2zCG45txS1YkNOTIloENc2R0+olAsXMejQ7zdJmbSpyVHVljUajTy8NaexlZIV4sqsUOcuqK6QqGHgzXbreo5VokeqnmgvAUvfrQPDXGIeyE1FsSJiCgmyoJ4S4dT7jzyKAviIQ5YAzW3O+ROj5FFadBqNRiSnwJA7D6Riu2FueIgI6MvO1H5+tR7lCc8AARddvifTw/hF0+sx7Ga4BgcIiIi6l0dNhfeWntYvp2VmtSHW3PyUg50PFDREnR/qBjBtBgL4qFY5A7xwIK4mB+u12nlkx1xKYj7umRTLZEPYC3IEouSUnd5rAK3vzDbEtefJZ18pA5xoOeDNdsDTjq5EzxU85X/HcAXO6rw4cbjCX2dwYgFcSIiiokjYDiQVLhWdgdHUA/HMUV++MhCcWjmkFyxIO4VBBz2dbYU5YgF8SRfQdweYjgRJV7gJb/1im4Fj9eL1VvL0dLhxNf76np704iIiCjAZ9sq5avqSnKTccXpo7t5BMUiP9MsF2UP+gY9SgRBkAviyqGY5jgOL02RMsQD4lCkqzCHFaTI22d19PwYWuqSjaYgLh3LVzV29uhqQmtAQTxXMbCTKJTkJD0svvz9nl6h0Jsd4l6vIM9sChfHRLFjQZyIiGIS2KFdUS/+sY62Q1w6UDcZdPKB8pC8lKD1inJSfOuJf7qc7BDvE4EftCoUB2cNrXY5Ry8e+ZREREQUO5fbgzVbKwAA44Zl4p4fzcHokvQ+3qqTk0ajkbvED1S0qu5r63TKXc0ZiuziJFP8RrpJkSl2pwduX4FOEAQc9TWWjCxMlwdyuj3eHg8C9HeIR96ZXZQtHufbHB60dDi7WTu8wA7xGWNzY34uGhw0Go3cJR6YqR+t4KGaiSuIN7c75M9WVQ09O5FEwVgQJyKimAQWxKXBmsoIjUj+ZkvZhsMLUuUCenqKCWkBHSdFvsgUk1E8mLezIN4nbAGFbmW3QrXiElgWxImIiPrWht21aOsUC4/nzel+yDn1zBDfsWpDq7rgpoxLKVBEN1jiWRBP8j+XdAxW22yTGxlGFqXBbPJ3pPekS1wQBDkqMZoO8cIcf45zla/rNRbKgvj5c4fi1EmFMT8XDR5SQbynQ13bAjrE3QnsEFfmndudnpADZSl2LIgTEVFMAiNTKnyRKcqM6e4uIfMKgpw1PaIoTXVf2TD1tPjADnFmiPcNa0A2pXRlAKDOhAxcj4iIiHqPVxDw8aYTAMSolIkjsvp4i05+Ure00+VVHadWKwri3ztzDJKT9MhJT8KU0dlxe23lsFQp41jKDwfEgriyAK8sKgu+fWX1lvKIXsvqcMtXhKaaI+8QL8xKlr+uauhJQVz82ZYNzcB3F42O6IpUIqkgXtdi7VGntXSSUZLIDvHagHiXnrxvKBgL4kREFJOgDvF68TIuKacS6H7ISE2jVT6olfLDJbPH5atuSwcxJl/eYmBBnnpHYGSK8qCwpsl/kBaY70hERES9Z8ehBrkz+dzZQ6HRsGiYaMpuaWXOsNQwkGYxID/LgoduORV/vnEuDPr4ZYinp/ijWFo7xC5S6SrMNIsBOelJcmQKoC6Ib9pTi/98dgivrj6I2ubuB14qIyOi6RA3GXXIThOHulb3YLCmdIxpjmOHPZ388jLEKxRsDk/QYMxoBBbEE9shzoJ4IrEgTkREMQnM8LY53Ghud6gK5d2dMT+qHKgZ0CE+aaS6k0mnE/9kScOI2CHeNwIL3Z2KTnDlh5vAwjkRERH1nlW+7vDMVBPmjM/vZm2KB2WetrJoLMXLFWSJBTmTUQe9Lr6lmIwU/2u/ve4Ilq/YiR2HGgAAI4vSodFoVB3i0vGc1yvg/a+OyctbI8j2Vhb7o8kQB/yDNY9UtsbcpStFwsQzcoZOfnmKuKLAQnM0erNDPDDepSdRQxSMBXEiIopJqAzvivpOdUG8mzPm0kDN9GQjMhVDhgDAoNfhjOnFAICFU4vk5ewQ71uB2eDKwjczxImIiPre4apWebDjWTNL4l58pdDUHeJiQbyirgN7jzcDAEqHZoZ8XDykmA3Q+aJDDle2YdvBBjS2iZ3iUiyhqkPcd5y2ZX+d6vjNHsHxdVtnbB3iADDBF91zoq4DW/fXR/VYidTdbk5iQZwipyyIx5oj7vUKQd3l3X3e7YnAAaCV7BCPK/5lJCKimEgFaaNBC63vMtzK+o6oOsSlSzlHFKaFvJT3yjNG446rpuGa80rlZewQ71tWh/og0Gp3QRAEtFud8oAlcbmbk9CJiIj6gJQdnmTUYeGU4j7emsFD3SEudpGu3HQcAGDQa3HmjJKEvbZGo0FGiinkfSNDFMStDje8goD31x9TrWt3dt/Q0G5TdohHVxA/fVqRHJvy7pdHo3qsRCqIs0OcopGebIRBL5ZAG9vsMT1Hu82FwI83bnfiPu/U+zLEpZNdVQ09yz8nNRbEiYgoJlJWuMWkR36WeMY9mg5xl9uDCt8lpIFxKRKDXodxwzJhVGQsJhn8HeI8IOh9gZ3fbo+YG1/TpM6C9ApCRF1GREREFD91zVZ84+u8XTi1CBZ20fYaS5JebhJpt7pQ32LD5j11AIDTJhchLTm6eJFoZaSGfv4RBeJxdpJRhyTflZaNrXZs3V8f1HEaybGb1P1u0GvlRpVIKa8ArWzohMcbXXetIAiwOZkhTtHTaDQwG3vWWBUYlwIkrkPcKwjydg7NTwUgngxqiSDWiCLDgjgREcVE+gNtMuhQnJsCAKhs6IDTGVmH+InaDnlC/YgwBfFQjL4DGaGb56fECDUss9PuCjkcycbBmkRERHHl9nix93iz6qospW+PNEFqFzh75pDe2zCCVqNBiq9jut3qxMebTsArCNBqNDh3TuL/LcJ1iEsnRTQaDfIyxCaWuhYb3l8vdmjnpCdBuk7THsGxm9T9nmYxxDSsNUMRk9hhi+5Y0e70yB26LIhTtIyGnkVvKgvi0skvd4I+jyqfd1h+ivw1c8TjhwVxIiKKidRBYjLqUJIrDsiparDCpjjA6OoA4YhioOaIgtSIXzdJ0YkSKse8PxAEAYcqWtHc7ujrTYk7qUNc+fmn0+5GTYiCOAdrEhERxc/R6jb83zMb8eBr23Dvv74OeeK5tVM89khO0iPLF01BvUeKEKls6MS6ndUAgDnj85GTbu7qYXERqiA+b2KB6nauL0d5055aVNSLhbULThkmz+iJpEO8w9chnhLlQE2JOms9um5X5T7PyBSKVk+jN5UF8aw08f2WqA5x5fMOyU+VT1pVMUc8blgQJyKimDiVHeI54llrt8eLcl8MCtB1B/dRX354QZYFlqTI8weVl2Y6+2kkx47Djfjzy1vx539vgfcki3WRCuK5GWbFMheqfd0K0qW40nIiIiKKj482nUBDq5h9W99ix1ufHw5aRxp4mOh4Dgot1Swe0+483Ai3r6C1eO7QXnntjBT/v7nJqMMFpwzD5YtGqdZRHr8BQHaaCadOKpSP3yIpiNc2W32Pje2ES6pZmbUe3bGisiDODnGKlrGHBfFWX0Fcq9HIVzr0Rod4cpIe2eni+40F8fhhQZyIiGKijEwpyUsOuU5XZ8ylgZrh8sPDMRn7f4f4v1ftBwA0tjlgd/TPbYyVFJmSm+7/ENRpd6PalyE+otD/7xmYN05ERESxawm48uyzbZXYe6xJtcwfZ8GCeF9IDfi5TxuTI0cLJpqyQ7xsSAYuWzgqqGs8L6AgPmd8AfQ6rVxctnUzVNMrCKhqEI/5inJCH/93R3myJvoOcf9xNQviFC2TQSyBSrOwotXm219TLQYYfQM6e6ND3KDTyu83FsTjhwVxIiKKibIgnptulg8KlMJ1iFc2dKLONzV7dEl6VK+r7BCP9ex+orUqhp3Yu/lgMdB0+rq+lR1GrZ1ONLSIHWujitMU655c3zsREVFfkuJQZpbmIsXXifz8yn2qrlnpkv5Udoj3CWUcCAAsnjus1147XdEhbgwz7FKKTJGUDs0AgIg7xBtb7fLxtxSZGC1p3wWi7xC3Ovzrm03RDfQkildkSlqyEQadryCeoA5x5fPq9eqCuHCSXYHcV1gQJyKimMgFcaMOWq0mZJdIuDPmW/bVARBzqKePyY3qdZUd4rEOROmp5nYHnnz7W2zcXRPyfmVMiq2fxrrEyuYrcmemJcnDZI5Wt8nf84jCNDnjLtQATiIiIoqNFIdSkpuC/3fOWABAY5sdb631R6e0KQYeUu9TFntHF6djVHF0jR89kayIICzIsoRcJ7BDfLRv+5KMYrd1d0M1KxXdqbF2iBv0WrmYHW2HuJUZ4tQD0ufIWAvi9b6GrrRkI/S+ZjB3gjrE3R7/50mDTouibPH91ml3oy3KE0kUGgviREQUE6kYLZ1pLw7RJRLujPnXvoJ42dDMqDMuI+0Qd7kTV4h+5r3d2LK/Hs+8vyfovsAz9idTh/j2Qw1w+v5N05ONsCSJH0QOV7bK6xTlJMuXsDJDnIiIKD4cTo983JOWbMSssjzMGCs2FXz2TSWO1YhRdFKhhJEpfUOr9U8dP2N6ca++9vCCVEwbk4PhBak4b07o3HJpEKBEOmaLtEO8sl6cFaTTasIW3SMh5YhHnyHu3z7pOJQoUtKVE84YCuJ7jzXhYIX4mWdEYRoM+q47xHvaxR3YIa78rM3YlPhgQZyIiGKijEwBIA/WVAo1ZKS1wyH/EZ9ZGl13OBBZh/hrqw/ipofXYkOYDu6e2l/eIn/t9aoPdlo61J0ukQwnGgia2x14/sO9AMRi+LQxOUj2fRCpbhSzJPU6DXLSk+QPKIxMISIiio9WRSdtWrIRGo0G/+/cUnnZwYpWOFwe+diIQzX7xuxx+TCbdBhRmIqZZXm9+toajQY/vWwy/nDtrLD52jqtFsPyUwEA584eIi+XOsRDZYh7vF48+uYO3P3i1/IMoPwsC/S62MtJUrRM1B3ivmYLvU4Dg56RKRSdSCJTGlvteGfdEdT5hscC4nvgtTUHAYj77nmzh8j7f6gO8bZOJ37zjw149M0dMRfG3QEZ4soTUCyIxwdPqRERUUwcvmEkRt9wklBdIqHOmEvTuQGgIDv6Sy276xCvbbbif1vKAQAffHUMp0woiPo1otFpd6kGKNU0WVX3nwxDNb1eAc+8txsdNhc0AG64aDxSLUZYkgwAbPJ6+ZkW6LRasSDeyqGalHgVdR34ZEs5zpk5BCV5vTO0jIioL7R1qgvigO9qLZMeVocbHVYX2hXrBA53pN5RkGXBoz+dD71OC41G0/0D+sDNl07AvhMtmDM+X16WZArfIX6wvBU7DzcCAI7XtAOIPS5FIu2fyg5xQRBQ1dDZZbFdOra0JDESiKLnL4iHjzn5yyvfoLHNjvK6DnzntJFItRjxzf46VNSLReglp42EJcnQZYf4yo3HUd9iR32L+DxDfSehohHYIW426ZGdZkJjm4MF8ThhQZyIiKLi8Xrxzrqj8gAnqWO7IDtEQTzEGXPlgW/g4KFIGPVaaAAICN0h/tHGE1E/ZzQ6A2JAOmzqgnhtYEH8JIhM+WDDMbkr/vy5wzBheBYAINmsPoyQ9gEpw5KRKZRob609jJ2HG/Hlzmo8c8eiHnWrERH1NavdjQPlLRg3PFPVAACELogD4rGU1eFGu82lypVNS2bBsK/0987lvEwL8jLVx+1dRabsO9EctKykhwXxFKlD3ObfZ9/49BA++boc580eiivOGB3ycdLVh8mMS6EYmHyNXOE6xI/XtKOxzQ4A2HawAdsONkCv08rd2kPzUrBgchEAyEM1Q3WIKz8vRhsLJFF+jpaK74U5ySyIxxE/NRARUVT2Hm/GhxuOy7eTfB/YctKTgtYNdcZceWlkLN1LGo0Gxi4GomzeWyt/He5y0Z4or+1Q3e60qQvedc021e2BHplypKoN7355FAAwqigNly4YId+XHNCdU+griEtDjjhUkxJN6lgDgC92VPXhlhARRcbmcOPrfXXYdqAex2ra0NrhgFcQUNNkxV0vbMbfV+zE218cCXqcsiCerjh+kgqLHVZn2KI5UXfkoZohGjn2n2gJWtbTDvE0uUNc3GcbWm345GvxCs+PN4dvbpGaLZgfTrGQTjQ6nZ6QUSbSPqikLHhfddYYeU6A1ITh8gQ/j/IzaEuHI6ZtVUaPSsV3abBmVSML4vHA3yJERBSVwIKvNJwkVGdmdx3iKebY/gwlGXVwOD2wBRSbHS6PqgAd7wzrd9YdwXvrj6mWdQR0QbfbAjPEB3ZReM3WCgiC+DP/ycUTVP/Ogd05hVniQZr0IYWRKZRIgSfcPv2mEmdML+mjrSEiisx/1x7Bmm8qVMuG5qXAKwhoaBU7E7/eV4fvnTlGtY5U7DYZdKp5KsrhhG3KnHFGplAUzEZp2KAXHq8XOq3Wd9uDw1WtQesrB/zFQrpKtMPmwutrDmL3saaIHufvEOcVEBQ9qalKgHgcaQyI4ty6vy7sY2eW5aF0aKZ8u6vIFL3W/3mpyddxHq1QHeLSiah2qwuddhffBz3EDnEiIoqbwKJ4qKGaUsE4OUkvH2xHK8X3x7/Tpi5GB962xTmyY93O6qBlwdugLgIP5A5xl9uL7YfqAQBzxucjJ8Osun/csEzV7cDIlMB4GaJ4amhVn5yL9QMHEVFvCtXZd6KuQ86nBcRB1oHDBqUZLIFRKKmK6AmpaK7XaeUIDKJISB3igDqS8HBVG9wBHbA6rQZ5mepjwmhJ+60giF25lYr9X6fVhB1E6M8QZ28nRc+kDz+Las/RJjhDfHYFgDSLAVecPkq1TK8TO8VtDnfQSSPlcNqm9tg6xFUZ4r7XUp7oDPwMStFjQZyIiKJiC4jBUGaHZ6WaVPd5vAI8XvWBRYevQzylB51LUmdyhy04z1up0+6OebJ3IKfLg+YQBzSBrxmYmz2Qh2ruPtYEm2/7Z5blBd0/fWwuxg7JACB+eJEGq5qTGJlCiRcqnihUlw4RUX8iXX4/fngmbrt8ctj1Dle1qW63yQVx9fGTMjKltUNcJz3Z0G8HOlL/pDyBomzm2B8iP9xo0Mbc1CIpHZIpd72mmA2YMDwTmb7PER6vEPYqT6nZItnEzliKXmBHuNI3B+tDPmbKqGzc/5NTkJOuPgmknBXw55e2Yo/iKgfl5+XGGBs2lFEtUtOZ8kQQP2f1HE+rERFRVJQHydedX4aRhWny7aljcoKy19xuATrFZzcpMiWWgZqSZHPoDvHA4rTHK8Dp9gYNpoqFsvh22cKRWLnxOGwOT1AXdKcjsEN84B6s7DzUAED8oFI2NCPofo1Gg59dPhnvrT+KYfmpcl6edMLC6fLC7fFy0CElRGBBHBCzSLPSgucZEBH1F1KRI9VixJRR2TDotSFP5h2ubMXU0Tny7VZfx3hgFIoUmdJhc6O8rh0A5BPURJFKMvmPlZWRhPt8+eFpFoM8tFUbh5Mt2elJeOy2+bA5PMhIMUKj0eDbI4145D87AIgngFLMwZ8V2CFOPWEy+j+TOFz+37serxc7DolzaSaMyMLuo/7idlFOcsi5VAad/30gAPho43GMH54FQF2sbm7rWYe4RiM2HgHq/T7e0aCDET+hEhFRVKQz3vmZZiyYUqTqQPrOaSMxd3w+ihWDdgJzxKVLgFNDHORGSjpA7gg4EAgsiAPxy7GubbbKX88qy0Nassn3murnD4ptGcCRKS2+TrOS3OSwnUBmkx5XnjEGcycUyMssioNG5ohTIrR0OLBxT23QcuWMAiKi/sjlFq9c0+s00Gg0yA44iVfiy2besLsGFfUdvsd4UFEnfp0dMMRcajDwCgIOVIiX7Q/JS03cN0AnJbMiMkVq5nC6PDjii4I4dXKhfP8UxYmankgy6pGZapI/SyhP9rR2OoPW9wqC/DkkcI4NUSSUTVJORYf4gfJW+XPkoqnFqseEa7TQ69WfjXYfa5Z/Tys7xBva7DFdsSydPDXotPJ7RPkZy8bPWD3GgjgREUVF+gOfFOJMucmgw40XT8DF80fIywK7ntptPe8QTwnTIR4qSy0wwiRWtb5uVJ1Wg+z0JHkgaHBkysnTIS79W4fqiuiKRTHghTniFG9tVif++PxmHK0W4wSUv0sCh9oSEfU3yiIHAOQoCtxGvRZnzRwCAGhqc+BPL23Bpj212Hm4Sb5Cb9qYXNXzhTqeGpKfkpBtp5OXKjLFF5d3uLJVzg+fNCIbV501BlNH5+CK00cnZBuUcUBtIQriNocbUlnRwmGCFINwBfFtB+rl+yeNzFI9JjASVGIIcQWsdKW0TRGZ6XB6giJHIyF9hjYoCu/J/IwVVzytRkREUZH+wJu7GNakPEAI7hCXCuKxZ4jLHeI2FwRBkM+ah+oQj9flZLVNYod4ToYZOq3WPzhS8ZoutydoGMtAHqopDYSJtiCu7NphhzjF23/XHlZ1go8uTse2g2K8Twc7xImon5MK4lKcmLLjOzs9CQsmF8IrCHj1fwfgdHnxj/d2y/enJxtR6pvdIQl1PDU0jwVxik5SiA5xKS5Fr9NiVHEayoZl4mzfCZtESLUYoIEYPxGqIK48pmeHOMXCFCJDXBAEbPPlh08cmaXKGQfCd4h7Q3R9b9xTg8sWjQoqgNe32DGsILqTOK6AvxWAlN+vgccrMEM8DtghTkREUbFHUCRVnslWdoh7vYJcQO5JZIqUIe7xCqqCc3uoDvE4HSxIHeL5meJAlVBd6soDdbMvi3EgF8Tt8smPaDvEOfCFEuNodRvW7aiWbxdmW3D+3GHybUamEFF/JxU5pGMlZYe4FB+xaGoxfvP9GchKU3cmzizLg1arzm8OPJ7S67SqgedEkVBeaSANkd/nG6g5ujhNNUAwUfQ6rXyM32YNLogrr/pkhjjFQj1UU/xdfKK2A42+nO/pY3ODHpOZFrpDXLp6AgAumjdcXvbZNxVBn3/+t0U9YysSoTrENRqNvO+z6ajnWBAnIqKoSB3iSV0USZV/uN2KgniH3SVf6hiPDnEgoCDt+zpbceASr3w1KUM8P9Oi2oYOe+iCuJQJOpAjU6xyPE50H4IYmUKJ4BUEvPK/AxAgXtr9yK2n4r4fz8Xo4nS5U4yRKUTU30nHRXKHuKL7UNkJOLIoDX+4dhbmjs9HTnoSRhWn4bzZQ4OeLyUgMqW4i7kfROEYDTpk+qIh6lpscLg8OFIlRpOVDs3ste1I98WmhMoQV3eIMzKFoqfqEPc1LW31xaXotBpMGZUd9JhwTVyzyvJQkpuMCcMzcdGpwzFppPjYNVsr5OeWfLWrBocrW6PaVqngrg+IZpFyxFkQ7zn+pSQioqj4YzTCF0mVf7iVHeLK7s3AD3DRUF4mqSxISwMuczPM8rJ/frAHn2w+EfNrAWJRu9U3YDI/y6zaBmVMi7JzRbq8zu5QHxC53F589k0Fjte092ibeoNUzLdEmyHOoZqUAF99WyN/OL/41BFIT/Gf+JJOsLFDnIj6O7nIoQ+OTAmUZjHixosn4IGb5+G318wMua4p4PL+qXEaeEiDj3T8XNdsw+HKVni84r5aNjSj17ZByhEPFZmiPKZkhzjFwmT0f0aVIlOkuJSyoRlyU891i8sAAOOGZcrRnIHMJj3u+dEc/OJ706DXaXHObDFOSHni5orTR8tXVb/yvwMhY1bCcbnF7TMEDO+UO8R5FW6PDZiCuNPpxIUXXohNmzYBAH7zm9+gtLQ06L8f/OAH8mM++OADnHXWWZgyZQqWLl2Kpqamvtp8IqKThj2CQYvqyBR/QbhDcfljPIZqAuqCtPR1WrIRJkXG+eufHgo6Ux+NOl9cChDcIe50eeUDqk5bcIe4zelWTRbfuKcG//7kAO5+8WvsO94c8zYlmsvtlT+0hxqg2hWDXgujbx9gQZziwWp34621hwEABVkWnDWzRHW/9PuEBXEi6u8Ch2oqO8RHFaVF/XwajQZFOckAgDSLARecMqybRxCFlpfpL4jv9R2jGvRajIxhv4xV1x3i/r/x7BCnWOi0Wuh1YoHb6fKgttmKyvpOAOq4lPmTCvGHa2fip5dNivi5xw/LRElusmpZXqYZl84fAQA4VtOO9TurQz00pLAd4tIcK16F22MDoiDucDhw++234+DBg/Ky3/72t/jyyy/l/9544w0YjUa5IL5z50789re/xa233oo33ngDbW1tuPPOO/vqWyAiOmnYnFJkShdDNZUFcUW+WoctPpc6qiNT3IqvxQODZLMhaNjOgYqWmF+vVlUQFz8sKLvQ3113VHx9xYGJ1MUlCFAN2qzxDecEgCff2aU6YdCf2BRRL10NUA3HzHw7iqP1u6rlbrGrzx4T9OFAjjAKkTlKRNRfeAVB7rqVijJZaUm4bOFIzJ2Qj3NDRKJE4trzy3DBKcNwz4/mBP1+JIpUvqIg/tWuGgBA6ZCMXskPl0gd4u0hM8TFY0qdVgOjgfs5xUa6qsbh8uBIZZu8fPIo/9U1Go0GwwvSuowIDaTRaDB1jDqD3GLS4/TpxfJJy7fWHlZdUdwVd4gMcek5gfjFgg5m/f63yKFDh3DFFVfgxAn15e6pqanIzc2V/1u+fDnOO+88nHXWWQCAl19+Geeffz4uvfRSlJWV4YEHHsDatWtRXh59mD0REYncHq8cgdJlh3iYyBSrqrMj9ksdk7vpEE8JUWzfcyz2q4RqfUVsvU4jR6GMH56FccPETMWPN5/Axj018oG6BpBzGAH1YE2XS5GpbnOhodUe83Ylkl1xGV60HeKA/4QHuxcoHpraxPdJRooRE0eEyHeUIlNCDNYlIuovlHNV9IoixwWnDMeNF01QDXyLxujidFy2cJRcTCSKhdTs4RUEebDmaVOKenUb5GJfiDgI6ZgyOUkfNsaCqDtGRUG8oVVsejLotUFDjGMxNC9Fddts0kOv0+Kqs8YAEK9kfG/9sYieSx7ArFPv64xMiZ9+XxDfvHkz5syZgzfeeCPsOhs2bMDXX3+N22+/XV62Y8cOzJw5U75dWFiIoqIi7NixI6HbS0R0MlMWds0RDtV0efyP6VQUjGMpskr0Oq3cod5hc8Hp8qDD5pIPDFLMBjT5poVL9h6LPZ5EGqiZl2mBViselGi1Gtx40Xikp4gfPp/7YC+2H2oAIB78KHO0lYM1bQFDNvvrwYzNofy3jv4DunSwtm5nNV76eF/ctosGJ+lkkyXMlSWMTCGigUCKSwHUzQNE/YEUCyhJTzFi6pjezaSXju/tTo8qchAATvjm76TyxA/1gL8g7pUbk7LTkuJykmVIfkBB3Pd5aMLwLDmSZc3WClQ1dHb7XC65Q1z9OUz6jNXJDvEe6/eTCK6++upu13nmmWfwne98B4WFhfKyuro65OXlqdbLzs5GTU1NVK+v1Wrk4gep6XwHcToezFGUuO8MXMpu72SLQdXdpGRWdH+73IK8nt2XtW1J0kfVBRVqn0kxG2B3evDul0fx7pdHVeunpQQfKJ+o64DN6ZY7SaMhZYgXZFlU33N2hhm//N403PfSFtidHjlvMdlsUHWxO91e+XFS3rh8n8sb9ufYl5yKKJfUZGPU26hTHFR+vr0K15xXFnTJXyLw98vJSfm7I9S+KA3Y7LS5oNGKGZHR4H5D0eI+Q5FS7ivK8p7JqOuXf/+pf+iL3zGFOer84/NmD+1RA0sszL4T34IAeAXA5ItGqajvwG5fc8vscfl874TAv0uRMZvEz6BWh1uO28zNMMdlnwp8D6UqPi9//+yx+PZwI1weL1asPYxlV07t8rnkeRMGrWrbUsziZ1mb3d2jbeb+MgAK4t0pLy/Hxo0b8dvf/la13G63w2hUFz2MRiOczuiyJbOyknk5TjfS0szdr0QUAvedgadFkdedl5OCzMzkkOtlCAJSLUa0W51o7HDI60lx4qnJxrCP7YpynzF10bU8eWwerj7HjVc/2Y+hBalyR8mJBivmT8mM+nXrWsSC+LCi9KDtzsxMxp3XzsY9z26Uc0HTU4woyEuV19EZ9PLjAiPDtQZdTD+LRNMpMvXyc1Oj3sbkwO4dnQ6ZAZ1HicTfLycXaRZBeoop5L44vDgdACAAcHo1KMqO7T3F/YaixX2GIpWWZoZdMVclI93cL//+U//Sm79jMgEUZiejurETU8bk4Orzx/d6c2BOlv9Y0WQ2ItMXVfjKanGenEGvxZIzxiIjtefxFicr/l3q2oiidByrbkdFXYe8rCgv/OfanigqSJfnOmRmJmPxqSPw7heHsftYM9LSzNBqNSHrjTaHWz72TTarPzfn+o5xXR4vklOSYo7akgzm/WXAF8RXrVqFcePGYfTo0arlJpMpqPjtdDphNkf3j93U1MkO8TB0Oi3S0sxoa7PBo7j8j6g73HcGrtr6dvlrt9OF5ubwl3sNzU/B7qNNOHCsSV6vyVdYTjLqunxsoFD7zOjidFTWd2JIXgrOmlkCo17stCrJTUaqSYdzZpZgVFEqhual4vbHv0S71YXN31ZjwtCMqL5nq92N1g7x70mGRR9yu0fkJeP6C8bhn+/vEb8/gw5uRTRKbUMHmnPEA/y2TnWUS31jZ1Q/i95S3+TfJqfdieYoE2cWTi7EN/vq5NvHKpph0AhdPCI++Pvl5NTWIb5vDFpNyPdLmuKqlD2H62HWR3fsxv2GosV9hiKl3FcaFX9bHfauj6NocOur3zFLl0zEwYpWzJ9ciNZWa/cPiDOP4krKmvp2wOOBx+vFlzuqAIjd4YLbjeZmxkUE4t+lyJT4uriVsSWpSaE/48XCYtLLkZjtbTbVfUNzxc+DTpcHl/7qfRTnJuPyRaNwoLwFF506AilmAxpb7bjzHxvkqFLB61VvmyKOtLK6NeaTQyf7/hLJCY4BXxBft24dzjzzzKDl+fn5aGhoUC1raGhAbm5u0Lpd8XoFeL2J/wA/kHk8XtWAGKJIcd8ZeDoU+bxGnbbLf78heWJB/HhtB1wuDzQajTz00mLSx/Rvr9xnrj5rDOaMy8eo4rSgbDVpnREFaQCAsqGZ+HpfHXYfbYr6dSvr/d0DOenmsI8/ZUIBOqwufLTpOOZPLoRJcQlbh9UpPy5wSFCH1dUv3wfKf2tDN//WoUwamY2/3nQKfv30BgBAQ6sdIwp77/vk75eTi5QhnmTUhfx3zUo1QafVwOMVUFHXgSmjYss85X5D0eI+Q5HyeLyqgdUagPsOdau3f8cUZSfLV1n1xf6pHCDYaXXBnebF/hPNcrTFjLG5fN90g3+XujYsPzVoWVaqKW4/s2VXTsEjb+zA7PH5Qc8ZeAVjZX0nHntzJwCgocWOmy+diHe/PKqa26XValTPk6ToCG/rdCLFHHq+TqQG8/4yoMNiBEHAt99+i+nTpwfdN2XKFGzdulW+XV1djerqakyZMqU3N5GI6KSiLOZ2lyk41DdUxOZwo943sMTqmw4fbjBeNAx6HcqGZQYVw0MZP1yMSalrscnTxCMlDdQEgPzMrq8yOnvWEPzt1vmYPS4fJqMO0hVwNsXQk8CCeODt/kIaBGrUa+VL/aKVmWqC9LGmud3R5bpEXZHeJ+Ywv3f0Oi3yfZdZVzX0fkcbEVEklEM1Y/3bSnQySzIGD6XfdlBsdDTqtfIxPVGshuSlQK9TX0mYnZ4Ut+cfVZSOv/98AX5wbmnQfbkZZhgNoX/3f72vDocqWtHo+9wsCRzArJxTJTWbUWwG9F/hyspKdHZ2BsWlAMBVV12Fd999F2+++Sb27duHX/3qV1i0aBGGDBnSB1tKRHRysCnOVpuNXRfElWffpQxvaRp2clLvXqA0bniW/PXeY9Flf9Q1iQV0o14b1SVpWo1G/hlZFUVv5c8Q6L8FcZtD3M6eDFPS67RI9WWJt7AgTj3QXUEcAIqyfQXxRkYQEFH/5Hb7rzzujUHTRANNksnf6GJzeiAIArb7CuITRmT1OC+ZyKDXYkieuks8Jz2+OdraMHMItVoNinPCR3m8tuYgOu3qInfg3wpl8V7ZuEXRG9B/hRsbGwEA6enpQfdNmzYN99xzD5544glcddVVSE9Px/3339/bm0hEdFKROjV0Wk23H+TyMy0w+Q5aD5S3AFB2iPduQTwvw4wc38HDnuPRFcSlA428THPYg5twpO9TinvwegU4BkpB3Pdvbe5ieGkkMlPEkwjNHSyIU2zcHi+cvks5uyyI+z5g1DRa4RUYd0dEfcPp8uBAeQuqGjrhCpik7WKHOFGXlB3iDqcHVQ2d8nD7qWNii0MjCjSrLE/+Wq/TID3F2Guvrevid//R6jYcqWpTLQvsEE81G+TmspomFsR7YkBliO/fv191e8qUKUHLlJYsWYIlS5YkerOIiAYNp0v8IGeKoDtDq9Vg0sgsbNlfj3XfVuPSBSMUHeI9j0yJ1vjhmfhiRzX2Hm+GIAghJ3qHUtssHoTnZ1q6WTOYxaTuELcHFMOV9/U3Us5pTzrEATE25XhtOzvEKWbK90hXJ9MKfbmMDpcHTW12VbdPbZMVGammiH53ERH1xIsf7cPGPbUAxJzwrLQknD5zCC6eNywgMiW6k+xEg0GSohHD7nTLcSkaDTBlNAviFB/nzB4Ck1GHNVsrMGNsbtRNTz1RNjQThypaVcvOnF6Cb482oq45ONpTH9CEptFoUJBtweHKNtQ0siDeEzwtTUREEXP6Jr8bwmSfBTpvzjAAYofHx5vL4fENKe7tDnEAGDdMjE1p63SisiHySIVa35n3vKzoL6WTvk+bXBAPLn732w5xX2SKpYcF8Qxfx0Vgh3in3YW3Pj+MfVF27NPgo3yPRNIhDqhzxHcdacSdz2zEA69+k5gNJCLyEQQB3x5p9N8G0Nhmx1ufHkRds1U1uCyw64+IxIhCqTZpd3rkgvjo4nSkWXqvi5dOblqNBqdPK8afbpiD75w2sldf+7zZQzCjNBffPX0UTptSiNHF6bhkwQh8d1FwFDQQ+m9FgW9uDjvEe2ZAdYgTEVHfkmILjBHmXo4sSkPZ0AzsO9GCT74+IS/viw7xccP8Q3j2HGtGSW5Kt4/psLnkrvZYOsSl4p0UmaIs7KUnG9Ha6ZQLz/2NtK1JPYxMkXLXW9odqs78Vz45gI17arFy43E8/5szeraxdFJTvm+6OkFTkGWGRgMIAlDd2InJo7IBAE+8vQsAcLS6PaqrQ4iIotXa6ZSPG86ZNQTJSXq8ve4oAPF3kEfZIc4McaIgGo0GSUYdbA4PapusOFotxkdMG5Pbx1tGFB+WJAOWfmdS0PLpY3NQOiQD+31Ro5JQfyukqyLrmm1we7yM4IoRf2pERBQxqUM8moE2588d5nus/0NgX3SIpyUbUZIrHjzsPdYU0WOUg0ryM2PoEA+ITFEO1MxKEzPN+2uHuDTQpauO3EhIGeJOt1cVfSFdTk7UHZs9sg5xg16H3AzxfVqluArE4fK/76SrVIiIEkF5Bdqc8fm4YN5wmH1DAo9VtwVEpvCjOFEoUo648lhxGvPD6SSn0Wjwg/NKMbIoTbVcrw1u5JA6xD1eAQ2t9l7ZvpMR/woTEVHEXFF2iAPAxBFZQd3YyX1QEAeA8cPF2JT95S3weL3drA20d/qnfGf6Op2jYQ4YqmlXFISz0sTn648Z4l5BkAcY5SgmmcdCKvwDQENL6AM2DkCkrlgVV1FIhaVwinwdM9VhMhWVJ+aIiOKtqt5fEC/KToZWo8HwArG4cbS6HW6P/+8dI1OIQpOuTpRm7xRmW5CfFf2VmkQDTWF2Mn73g5m48gx/fEqoGVQFivdDdWPkUaCkxr/CREQUMX9kSuQd4hqNBufPHapaZumDyBTAH5tid3pwtLq92/WVRfNYOrkCO8SVxe+sVH+HuNDPCsLNbQ65cChdkhcrZWe9suNeyenqn7Ex1Pc++bocT7z9rXy7u0z7whzxA0JVQ2fI95XLw4I4ESWO1CGek54Ek6+oN7wwFQBwvKZNbiwAAL2e8U1EoQTG9TEuhQabVIv/s3Kb1Rl0f16mWR7MXF7b0WvbdbJhQZyIiCIW7VBNyexxechWdAr3VYf42CEZ0PkuO9sbwTBHZbyCLsTlat2Rind2hxteQVCd4Zc6zj1eQfUBuT9QDmgpzO5ZR05WWpJ8MqE2zOAXB7t2KYzX1xyUv9YASOqmIC51iFsdbrR2Bn+AcPHkCxElUJWvU69YMeRX6hDvtLtR47t6RaMBdFp+FCcKRYpMkUwZnd1HW0LUN0YVpctfjynJCLpfr9NiWL54svVQVWtvbdZJh3+FiYgoYrF0iAPih77Fvi7xVIuhx7nUsTKb9MjzdSw3RpC35lFc2qyLoUNcikwRANgdHjkvXKMBMlKM8nr9LUdceeldLMNElbRajdwlXtNkC7kOO8QpUtpuBmIWKYpQ1Q3Bl5A6+9nJJyI6uUi/d5S/i6QOcQA4VCkWLhiXQhReYIf4kLyUMGsSnZzysyxY+p1JuObcUkwamRVynVHFYtH8aFUb4ydj1DcVCSIiGpD8QzWj/yC3aFoxks0GFPoyNfuKNNAzkiK0WxGZEluHuP9yN6vDJb+m2ahXDRa1OtxIT4k+ozxRpA7x7DSTfMl3T+RnWVDZ0ClHpgRGWThYEKcIRHKor7yioarRitEBXTX97WoMIjp5eAUBnb6ZIRmKv+n5WRaYTXrYHG4crxXj2jhQkyg8ZUE8K80U1DFONBjMKO06Kkgavtlpd6O2ydrjmMvBiH+JiYgoYrEM1ZRoNBrMHpff510e5oBc7670ODJFWfS2u+XhmmaTTtUlb3P0r4KwNJCwIE4DjPKzfB3ijVYIAdExAAviFJogCIj23FmSUY9s38DaqsZOtAfkLrIgTkSJorzaSXkyWavRYFRJumpdfQzHUUSDhbIAziIfUWiji/1/V6Srj5T624yq/oh/iYmIKGJOty9DPMrIlP5EyvWOpENcHZkSe4Y4APzjvd1YvbUCgJiDrCyIWx2uqJ87kaQO8YI4fQgp8MWuWB1udNhcaLepv18nM8QpBLfHC+Wx/LQxORE9TvrwXN3QiXarel9zuXnyhYhiY3e64XCG/x2ivC8w8iHwahVDDMcURIOF8v3T01k2RCerrLQkpCeLEZzKwZper4CHXt+GXz21AS0djr7avAGBBXEiIoqYVLiMJTKlv5CK1FK3dleUHeKxxLyYFR3iUte1BsCpEwvloZoA0NTWfw5WvIIgHzzlpCd1s3Zk8hWd5rXNNnQEFCnZIU6hKK8kGFOSjv93TmlEj5Oye6saOtEW0CHODHEiikW71Yk7nvwKdzz1FTpsoU9i2xV/y4wGdUF8VEBBnJEpROEp85CL2CFOFJb0WU1Z+C6v68CeY81obLOHnKdDfgxjIiKiiMU6VLM/MUfTIe7LENdpNdDEUBDPTDEhzWJAm9WF/Ewz5k0qxLwJBcj2HbwkJ+nRaXejrjn0sMm+4HB65K5cZeRLTyijV2qbrEi1GFT3c6gmhaIsiJ83e6jqJFJXpIJ4m9UV9EGAkSlEFIuv99XJ+eAbd9fgrJlDgtZRdYgbAjvEGZlCFKnmdn9xL17xfUQnowzfsXGzoiAuzaoAgKJcDqTtCgviREQUsZ4M1ewvpCJvJBniXl+HeCxxKQBg0Gtx9/Wz0W51oTg3OaionpthRmdNO+pa+k9BXNk5rxwK2hOpFoM8UEyMY1F/uOnqEnQavOxdxA90RXl59f7yFtV9LIgTUSxaOvxXm9S32EOu4wiTIQ4ARTkpMOi0cHnE30HsECcKTzqxDaivMiQiNWmAc0u7/2/Useo2AEBmqkmOVKHQWBAnIqKIeL2CHCFyMnSIu9xeuD3eLj+UShniOm3sH1zTU0xITwnd2ZqXacaxmnbU96MOceWJgnh1iGs0GhRkmXG0uh21TVYkJwV0iLNISSEoT5SYjJHvi8oBXHuPN6vuk4pRRETRqKz357Me9RUbAnWVIa7VapCdniTP6DCwIE4U1tkzh6C60Yqh+SkRXx1GNBhJ74+WDge8ggCtRoNjNWKH+PCC1L7ctAEhqk+6Ho8HBw8eRFlZWcj7d+7ciXfffRcnTpyA2WzG1KlTcdlllyE9PT3k+kRENHA4FcPoDAP4Ul+LapilG2mW8GfO3VKHuDYxw69yM8wAgLoWGwRBiCmWJd6sdn82qvJn1VP5WRYcrW5HTZMNeZkBHeKMTKEQ7E7/yZloOsRTzAbkpCehodWu6jIHGM9DRLGprPfHLx2raQ95Ql35+8ZkCP6dlZthlgvieg7VJArLbNLjJxdP6OvNIOr3Mn1NVx6vgA6bCxaTHhW+E7jDWBDvVsQVjQ8++ACLFi3C9773vZD3P/LII7jyyivx6quvYt26dfjkk0/w4IMP4pxzzsGGDRvitsFERNQ3pIGawMCOTDEriry2bgZryhniCfrgKhXEbQ63nE3a1xLRIQ4ABb4ieF2zNWjQISNTKJRYI1MA4JL5I0IuZ4c4EUXL7nSros3cHi/K6zqC1usqMgUAcjP8g6qZIU5ERD2VkeJv7Gppd2Dv8Wa4fVc4s0O8exH9JX7nnXdwxx13oL6+Hna7HZWVlar7V65ciX/84x8QBAFlZWW47rrrcPnllyM3Nxetra245ZZbcPTo0YR8A0RE1DuUHeInQ2QK0H2OuBSZok9Qh3ieryAOAPX9JEdclSEex4K4lAHpdHtxQjHsBQjuEHe6PNiwu6ZfZatT7+tJQXzexAJMHJkFADhlQgHMJvHxLhcL4kQUncqA4bwAgv6OAQEF8TAd4hJdP7gijIiIBrYMRaTQ8dp2PL9yLwDx8+7o4ow+2qqBo9tPuna7HQ899BAEQcAFF1yApUuXori4WLXO3//+d2g0Glx66aW4//775eUdHR342c9+hvXr1+Mf//gH/vKXv8T/OyAiol6h6hAfwJ1NyiJvtwVxb88zxLuSl+n/cFzXbMOIwrSEvE40lD8TcxS5zd0pUAxFKq9Vd9YFZoj/b0s5Vqw9Ar1Og5svmYhpY3Pjth00cCgjU0J1W3ZFo9Hgp0sm4Wh1O0YXp+P2J5pgc3iYV080yHi9AqqbrCjMtkAbYxG6IkQ3eENr8GBN6WonvU4Tcj6JsiDeYXMF3U9ERBSNDMWcqldXH5T/Dv3ognFxbWw6WXX7CX/79u1oaGjArFmz8PDDD2PkyJGq+w8fPoxjx47BaDTiV7/6leq+lJQUPPjgg9Dr9fjqq6/iu+VERNSrXG5lZMrA7RC3RBWZIhbEtQnqEM9INcldZOGGdPU26WeSZNTF9ftWFv+FgPsCI1MqfFmtbo+AZz7Yw0iVQUrqEDfqtTGdlDLodRg7JANarUYeYOdiQZxoUPn3J/vx+2c3YcXawzE/h/Q3KT3FiGH54iXooa7qkjrEQ3WHA0COoiDe0uGIeXuIiIgAsRNcuopS+rx0zqwhmM5mooh0ecpg8+bNeOGFF6DRaGAymfD4448HrXPgwAEAQHZ2Nl555ZWQz5Oeno7Gxkb58bfeemtPt5uIiHrZyTJUU5Uh3m1kSmIzxLUaDcqGZmDH4UZ8e6QR3ztzTEJeJxpSh3i8uwrMJj3SU4xo7XAG3Rc46LBdkTHucHpwoKIFk0Zmx3V7qP+Ti0tRdoeHIs09cLl5coVosKis78AX26sAAJ9+U4mL5g1HUgxXPkkd4iW5KTAbdThe2476luAOcekkXrjfWcoM8ZYQfwuJiIiilZFikgc2jypKw+WLRvXxFg0cXR4RVFZWytnf1dXVcDiCz2Tv27cPGo0GFosFmzZtCvk8DocDXq8XGzduhDZBl50TEVFiqYdqDtwO8SSjDhoNIAjRRKYkLutz8qhs7DjciOpGKxpabKoOsr4gZYgrO+njpSDTErIg7ggoUrZ2qtfZc6yJBfFByO4Q94to88NDYYc40eDz3vpj8hVJDqcHm/fW4bQpRVE9hyAIqKgXC+JDclMA3+FAQ2v0HeIpZoP8tXR8QURE1BO5GWbUNFmRnKTHTZdMDBnZRaF1+Wn3O9/5DvR6Pe644w6cdtpp+PWvf626v7OzEwsWLAAAPPbYYxg1KvhMhMvlwmmnnYaMjAy8/PLLcdx0IiLqTeqhmgP3D61Go4HZqIfV4e6+QzzBGeIAVIXeb4804vTpJRE97sWP9qKu2YYfXzQBmYqBKj0ld4gnoCCen2XB/vIW+XZOehIaWu1wBkSiBBbN9xxrjvu2UP8nZYjH0tEZyODrEGeGONHgUFHfgS376lTL1n9b3WVBXBAEPP3ubnTaXbjpkolIMRvQ0uFEp+9EcXFusvw7pN3qgt3pVv1+ki5XD3cST6PRYEZpLrbur8cNF47r0fdHREQEAJcuGIHkJD3OmjkE2elJ3T+AZN1+wp89ezY0Gg1ef/117Nu3T3XfAw88AKvVirFjx4YshgPAgw8+iJaWFsycOTM+W0xERH3iZBmqCfjjQKzdZYgnODIFEDNFC7PFgZM7DzdG9JjGVju+2FGNfSda/j979x0e112mjf8+04s00qgXq9mOuy07cYqTQBJIgJAQQihLwgYILEtdWML7Y5e2LOHdl7JsYakLy1IDhACBUFMhhRSXuDvuliWr9+n9/P44c86cM0WaGU2V7s915Yo0RXMsnSnnOc/3fvD/frgPoli4TjNfQBr0ZbMYF7ll7tSDNdXfB1X7ViQagzc+bKwp/qFuaMIDl4/Ly5ejh3cP4jPf25M2Qz9QwMgUdogTrSwPPn0OIqSIt6u2tgEARqa8C95nZNqHPccncGxgFl++/yBc3hCODyZOyHa11KBZVWyYmgvgzMg8vveH43ju6NiiHeIA8J7Xbsbn37MLV25pX8K/joiISNLX7sDf3rIZqzsc5d6UqrNoy01rayte8YpX4KGHHsKb3vQm3HDDDWhubsaePXtw7NgxCIKA9773vZr7jI+P4y9/+Qt+9rOf4eDBgwCA22+/vTj/AiIiKglNh3gVR6YAiRzxbDvEDUWMTAGk2JTRaR9ePD+LcCQKo2Hh368nXjAGgGlXAIfOTKN/bVNBtkXuELcWpUM8EQdj0OuULoagKkPc7QsrS9y3rWnE4y8MA5BOAjhsppweTz5RIAjF/ftR/n76+GkAwGe/vxffuPsaTfE7sEi3ZS7k1yxmiBMtf0MTHuw9MQkAuG5HJ1qdVvzl8Bi8gQiCoWjGk2zyqhQAODPiwt9/5Wnle50goL3Rril2f+2BwxiflaJTnjs6ht52qRixUEFcr9OhpczRaERERJRFhzgAfPazn8X27dsRCoXw+9//Ht///vdx9OhRiKKIt7zlLXjVq16luf0DDzyAT3ziEzhw4ABEUcR73vMeXHnllUX5BxARUWmoOyureagmkIgDqYQMcQDYFo9NCUVimkiRTJK3+8zIfMG2RckQL/BQTUDbId5Qa1aKBuqTLS5VfnirM3H7YCi3QmYkGsP//cFe3PP9vewKrhLff+g4YqrVDgWNTDGwQ5xopXjwaWkGlsmgw41X9KDBkejqnnGnDsOUqVfCJVvfXQ+jQYcGh0WOEVeK4YD0/i13oBdiVQsREREVV1ZHGA6HAz/+8Y/xm9/8Bk8++STm5ubQ3t6OG2+8EVdddVXK7Tds2AC9Xo/+/n78zd/8Da677rqCbzgREZWWfKCo1wlVP6xDHmy1WAxHIjKluP/ei7rqYTbpEQxFcejMNLb0LTxAMjnqxetfuLCfC38RM8Sb663KQNMGR6Igri52qwdqNjsTXXTqLvJsPHtkDOdG3QCkzr2X5DhIjYpPFEUIgLIi4Lmj49DrBNz5ivUwGfWJPN4CrEiRC+LMECda3qbm/Nh3Mt4dfnEn6uwmbUHcFUR7oz3tfUOq95nXXNmLjiY7jAYdzEY9LlpVB0B6LVnVUoOhCQ/sFgMuWd+CJw+OAEis3irEqhYiIiIqrqyPdnU6HV772tfita997aK3vfrqq7F//34YjYXPHyUiovKQu3irvTscgBLVMT2fuVMMKF2HuEGvw6YeJ/afmsLhM9PA9QvfXs75lnmTvs9XTBQTQzWL0CFu0OvQXG/FxKwfjQ4LTPFBh+oM8XlvUPm6dQkFcXUXfSDH+1JpRKIiktPv/3J4DOfHPHjvrZsLG5kid4hHWRAnWs7UXdu7NkvZ4Q2OxODpf7vvAFZ3OPD/3b4jJdpEfcLsuos7UV+TfmD1h96wDaeH55Wh2HJBXGY2Fv79k4iIiAqrKFUNg8HAYjgR0TIjd4hX+0BNIFEQn/OEFoxQiJSoIA5IedmAdDA/Putb8LbJkSlef2EK4sFQFHJiRTE6xAHg1qv7sKbTgZddskopRkSiMcTiv2s5MsWgFzTFiECOkSnqQaM6ZohXJHWe9+0vvwjb4zn4FyY9+Mx392AqfsLKYi7EUM14hvgCkQhEVP3cqpVfdfH3EJvZoCl+nx1x4eDpqZT7qjvETQvM8mhwWHDZxlZYzQZYzQY4bNrjXrOp+j8nERERLXd8tyYioqzIHeLVPlATAJrq1MunM3eJR6PxgngJImLkTjMAUpd4Bh5/OCXqxRMoTGTK2EyiEG+zFOfE9hWb2/CJO3eir92hKVD81y8O4aHdgzg/JsWc1NlNmhzWXDPEY6q6ZwnOZ1Ae1N2YdTUm/N3rt+LNL1sLvU7QXGczL31fNBrlyBSuFiBazlw+6QSxAKDGKp3YFQRB0yUOQBm6qaYpiBuzf99Xx3sBCw/VJCIiosrA9VxERKQ4MTiLb/76KF7S347bXrpGc53cSb0cIlOa6hIHr1PzAbSqhj2qRWOJ3PRia3BYsKq5BhcmPTh0dhrX7+xSrovFRBw8M4XHXxjG0XMzKfctVIf4o3uHAEh/43VddQX5mQtpb0rkuB46M41DqhMBDrsJOkGA2ahHMBzNOfZE3SEusEO8IqmL3iaDHoIg4BWXdWPNqjp868GjmHEFsa6rHpdval3yYxn1HKpJtBLIHeJ2qxF6XeLzSoPDgtHpxEnfw2emEQpHNSf5g3nOSmmpt+LMsEv5vhCDgImIiKi4+G5NRESK3z57HvPeEH77zHlct2MVnLWJjqrpeCd1rbX6I7EaVQO2pub9GW8XK2FkCgBsXdOAC5MenBicQzAchdmoxwsnJ/GTR08pv/90kods5mN6PoDdL04AAK7e1o5am2nJP3Mxazvr8A937MD+U1N48fwshiY8ynUd8WK52ahDMBzNvUNcHZnCFvGKFFad5DCqujHXdNThc3+7CzFRLNgAX7nbkwVxouVNLojXJsWYJL+PB8NRHDk3g4vXNSuXJVbC5fa601zPDnEiIqJqw4I4EREp1MuFnz40gtdc1ad8Lxcru1pqS75dhWazGGC3GOANRJSc4nSUoZoliEwBgG2rG/GH5wYRjsRwYnAW29Y04SePnsS0Sxo0KXdLJ/MFI4jFxCUVfh/ZO4RoTIQgAK+8tGvxOxTI+m4n1nc7AUiFjBODc5h1B3HZxhYAkGJTfOGcC+KqejhYDq9M2g5x7XNMpxOgK+BfzhjPAw5HYhBFkasGiJYpdzwyJfmkbkQ1UNeg1yESjWHfiQlNQVx+f10oPzydluTIlAIMAiYiIqLiqv5170REVDDqIYZPHhxRYidc3hDmPVLXVVdrTVm2rdDkwZrTCxXEo6XtEF/TWQdrfJjloTPTiMZimHFLxfCXX7IKn7jzkoz3TR60mQtvIIwnDowAAHaub0GLM32ETLHV2kzYuaEFN1zapQxDMxul30e6EwELUXeIiwvcjsonnBSZUkxy1JMIIBLlHkG0XMkzNpIHXb7myl4A0uqjK7e0AQAOnJ7WFMqV4eE5dohv6HYqJ/X0OgG9bdXfOEBERLTcsUOciIgU6qLjtCuIiVk/WhtsmiiLrpblURBvqrNicNyzSId46TLEAalrbXOvE3tPTOLQmWnctKtX6XRe21mHpnqL5vZ1dhPmvdLBv9cfRk2ecTZ/3j+s/O1fdXl3/v+AIrDEO+1yzRCX424AbWcgVQ71gMtizyZQd6CHI7FlMQuBiFK5vek7xNd3O/H5d1+BWpsJZ0bm8eTBEfiDERwbmMW2NdJQa3mVXK7DwxscFnzp/VdhbNqHpnqLprmAiIiIKhOPBoiISBFKKjqeHZWGRMkFcUEAOlWDEKuZnCO+UDZ3pMQZ4gCwqbcBgDTsc3gqcSKivsYEi8kAmzlxLrtZtUzbE8hvsGY4EsUjey8AADZ016Ov3ZHXzykWeel5rpEpUU1BnB3BlSgczhyZUmhGTUE8t32JiKqH258+QxwAWpw2WM0GbOh2wm6R3kv3nZhQrpdjnPJZsVJjNWLtqjoWw4mIiKrEko8+QqEQfvrTn+Ld7343brjhBlxxxRUAgJmZGXzsYx/D6dOnl7yRRERUGsmxFGdH5IK4GwDQ1mDLuXOqUskDQ+c9IU03sZoSmaIvXUHcYU90tY1O+5Sv6+Pb2+BIHGw31yUK4l5/fpEpzx0dhyveZX7jFT15/Yxishjlgnhu/z51HEeUHeIVSZ0hbizy64r6dcvjz+/kkZrLG8Lvnh3A2Ixv8RsTUUmEIzH4g9LnmIUGQxv0Omxf2wQA2H9qSlkNJjcFmHOMTCEiIqLqs6R3+3PnzuGWW27BZz7zGTzxxBMYGhrC/Pw8AGBkZAQPPPAAXv/61+PRRx8tyMYSEVFxBcPawqFcEB9UBmouj7gUAKivlQ6WY6IIdzxzNJkyVFNXuoNji2oYl7rYVm+XCuHqgnmzKkLFm2eH+KkL0vt2U50FW/oa8voZxSQXMjNFpoQjUfjT5KerC+KMTKlM6siUYneI97QmMn2PnZ9d8s/77TMD+MUTZ3HvIyeX/LOIqDDU7+Xq98p0LlkvDW72+MM4OTgHIP/IFCIiIqo+eR99uN1uvPOd78TAwADa29tx1113obs7kTtaW1uL1atXIxgM4u///u9x8iQPGIiIKl1yLMXQhBv+YARj8U7l7tblMyjKqVrWPOfJVBAvbYY4AFhMiUgU+fduNRuU6BD19c316g7x/Ari8jDOBocFglC6f2e2LAtEpoQjMXz8W8/hI1/7i5Klrr5OxsiUyqT+GxU709tZa8aqZumE3uEz00v+eSPTXgDAvCe45J9FRIXh9iXeB2sXmamxuc+pvK/uPTkJAAgqkSnsECciIlru8n63/973voeRkRFce+21+MMf/oB/+Id/QFNTk3J9T08PfvOb3+D6669HJBLBd7/73YJsMBERFY/csdndKhWOIlERe09MKJ3Sy6pDXFUQn3WnL2qVIzIlXYd4fU2i082s6lyrsRphNUvfewP5Rab44p3l6mzySmJeYKjm0YEZTLuCCISieGj3oOY6dfdxJMYO8UoUiq9I0QkCDPriF6DkwXnHB+dS4qFyJb9mRDPELRFR6ak7xGsX6RA3GvToj78mvHByEjFRZIc4ERHRCpL30cfDDz8Mg8GAf/mXf4HZnH54iF6vxz333AOTyYTnn38+740kIqLSkItEXc2JwvfB04luyuVaEJ9L0+UpimLZI1Pkopt6W9XXiwDsFqkLLu8O8Xgh3WapzIK4nCGePPAVkP5GsuRYFG2GOIuWlUgebmksUV7v1tVSJFAkGsOJwaXFpsivGYzjIaoc6pVC6YZqJtsZj02Z94RwZnheOUnHgjgREdHyl/cRyIULF3DRRRehsbFxwds1NDSgr68Pk5OT+T4UERGVgNQdJR0MtjXalMuPnpsBADhsRtQt0nFVTcwmPazxruh0BfGYqtharsgUmbogvnV14n231WmFPb4s3JWUgz4y5cXe4xMZB4bK5MiUiu8QD0WVArj8bxKQ+LuISf9MFsQrX6jE8QRrOuuU5/yhJcSmBEIRZXAf43iIKsfUfAAAYDLqFo1MAaT3U/n1Z9+JSWVlESNTiIiIlr+83+0FQUAgEMjqtrFYDCbT8imiEBEtR2HVQM0aqxE18YNJpWu8paYiM6aXQo4iSVcQVxdRyxWZIpMHgAJA/9pG3P7yi/COV29Ee6MdrU4pR1zOGwekzulP/s/z+PqvjuCpQyMLPp63wjvE5YK4KEpF7mePjOH9//EkfvfsADS74wIFcUamlF8oHMWxgRlNR3W4xAVxg16Hzb1OAMDhs9OaFQa5UEcsMTKFqHJMzvkBSPM1svm8YjbpsTk+TPrYwAw7xImIiFaQvI9Aenp6MDQ0tGjn9+joKM6cOYOenp58HwoAEAqFcPPNN2uiV0ZGRvCud70L/f39uOGGG/D73/9ec5/f/va3uP7669Hf34/3v//9mJmZWdI2EBEtZ+pMXbNRj4ZabRxW1zIaqCmTO6/TDdVUF7pK2SGu0wkwJUVIqDvEBUHADZd24ept7QCAjiY7AGB0xqd0TquLwX94XputrRYTRQTkDnHL4t105aDOTJ+Y9eOHD59AMBzFc8fGNbcTkyriIc1QTRbEy+1XT53Dl356AF/++SGlEC3/jYyG0hWf5BUWk3MBjM/68/oZc+qCOPctooqhFMTrrIvcMmF1hwMAMDrtgz/+fmguUYwTERERlU/e7/bysMx77rknY4dNKBTCJz7xCYiiiJe97GV5b2QwGMTdd9+NU6dOKZdFIhG8+93vhsFgwAMPPIB3vvOd+OhHP4qTJ08CAA4dOoRPfOIT+MAHPoD77rsPLpcLH/vYx/LeBiKi5S65IO5MLogvo/xwmVIQTzNUU10QN5QwQxxIjU1ZKKqmo1EqiIcjMUzOS8UAdTF4oS7YQDCilJErNTLFoiqI3/vISQRC0n4aDsc0he7UyJTE/szIlPIbmnADkCKYnj40CgAIh0sfT7BFFTmUb2zKrGpFCSNTiCrHhKpDPFudTdJnm2gsMTfEVMKTdERERFQeeR/9vu1tb8MvfvELPProo3jjG9+IV7/61Zielg4snnjiCZw6dQr3338/zp8/j+bmZtx55515Pc7p06fxkY98JOWA/oknnsDo6Ch+8pOfoKamBqtXr8aTTz6J/fv3Y926dfjRj36EG2+8EbfeeisA4Itf/CKuu+46DA0NoaurK99/NhHRsqUuiJtMejQ4LJrrl2VBPB5FMps2MiVRbC1lZAogxaa4vInvF8pC7Wy2K1+PTHrR6rRpBlAulAohx6UAgL3CI1MA4MTQnPJ1KBLVdMInf04Is0O8ogRVkUz3PX4a29Y0JjrES9iN6aw1o7ulBoMTHhw+O41XXJr7Z0J1ZAr3LaLKEAxHMR9f7dXizL4gvkr1HipLXqVFREREy0/eR781NTX49re/jfe+9704cuQIjh49qlz3nve8B4B0cNrc3IxvfOMbqKury+txdu/ejcsvvxwf/vCHsX37ds3lu3btQk1NokDz9a9/Xfn64MGDeNe73qV8397ejo6ODhw8eJAFcSKiNEKqgpXZoO0QN+h1aGuwpbtbVXPGO8TdvjAGxlzobXMo15UrMgVIzRGvtWXuEG+ut0KvExCNiRiZ9mIHmjUnN2ILVMR9qoJ4pWeIJwtHYtqCeNL16v2ZXbzlp94nfcEI7n3kpPJ3KXU35tY1jRic8ODE4ByCoWjGfSyTOXciYikaEyGK4rKbr0BUbeSBmgDQXG9Z4JZaDXUWmE16BEOqpgBmiBMRES17Szr9vWbNGvz617/Gxz72MezcuRN1dXXQ6/WoqanB1q1b8aEPfQi/+93vsGXLlrwf44477sDHP/5xWK3aM/1DQ0Noa2vDl770JbzkJS/BLbfcgkcffVS5fmJiAi0tLZr7NDY2YmxsLO9tISJazjQd4kYdGhyJgnhnkx0G/fLrmNq6phHGeFzDV35xGPPqKARNQbzEkSlJB+M1tswd4ga9Dm2N0smK4SmprVxdDF6oQ9wXTBTErVUQmQIkCh2hSAzhhSJTohyqWUnkVQvyyaW9JyZx4PQUACjPwVKRc8Qj0RheHJzN+f7JK0o4WJOo/OT8cCC3yBSdIGBVk7ZLnJEpREREy9+Sj36tVive9ra34W1ve1shtidrPp8PDzzwAF796lfjm9/8Jp5//nl88IMfxH333YetW7ciEAjAZNJ21JlMJoRCqYPTFqLTCdCVuDOwWujjxTH9MiySUXFx3ymv4Skv/vtXR3DZplbcfGWvcrm6aGi3GjUHlN1tNTCUuGilVqx9prO5Bu+8eRO++asjmHUH8fVfHcE//vUlMBp0UDd8mky6kv77rUnd2vW15gVPSHQ212B40ouRKS8MBh2iqupwTBQzbntAdRLEUWMu6984E7sqLqarpQZXbW3HTx87hXAkpilEipD+nfI+oo6NicUy/w6oNOR4lGu2d+DAqSnMqGJHzEZ9Sf8+63vqYbMY4AtEcGJwFjs3tOT0GjOXVBAXBIH71wrEzzKVZdoldYgLAFobbTk9J1e11ODMiEv53moxFPQ5zX2F8sH9hnLFfYZywf2lAAXxs2fP4te//jU+/OEPay7/0pe+hJmZGbz97W/HunXrlvowKfR6Perr6/HP//zP0Ol02Lx5M/bu3Yuf/exn2Lp1K8xmc0rxOxQKpXSaL6ahwc5lsItwOHL7nRLJuO+Ux3v/7Ql4/WEMjLlx502blcuNxjnl65bmWjjqEn+fDX2NcDpTczZLrRj7zE0vWYPJ+QB+8afTOHVhHvf96Qw+8MZ+uAKJgmqdw1rSf7+jJrHc224xoLmpdsHbr+1yYvexcYxN++Cos8E0kQggFyBk3HZB1fne2eaAzZK5E71cHA4r2pvsmHEF8P43bsfguFu5LqZ6fxYEnebfqcl2FjL/Dqg05BMUbU01ePfWDnzu+3uU6+x2U8n/Pj1tDrw4MAN3IKJ57GxeY+Y82s+XNQ4rahbI+afljZ9lKoMvJL3m19ea0drsWOTWWpvXNOGJAyPK900N9qK8JnFfoXxwv6FccZ+hXKzk/WVJBfH7778fn/nMZxCNRvHGN74Rq1atUq47ePAg9uzZgwcffBCf+cxn8PrXv37JG6vW0tICQRCgUx3M9/X14cSJEwCA1tZWTE1Nae4zNTWF5ubmnB5nZsbLDvEM9HodHA4rXC6/Zvgc0WK475TPrDsIrz+sfD8+4VKyMqfnEkXUgC8Is0mPdV31GJvxYVNXPWZnvSk/r1SKvc+8ZlcPTg/N4uDpaTz8/Hms76pDi6pD3u8LlfTfr1MlYtdYjYs+dmONVIwLRWI4dW4K06rbR2OxjPefnJEuFwTA7wsi6M9tFVWpfPadl8EfjKCuxoyzQzPK5dOzPuVrT/xvpNfrYK+xaHLDA8FIWfdfAgLxfN5YNIbu5qR5BDGx5H8fmzn+ujfrV/abbF5jorEYZt0BzWXT0x6E7Zlz/ml54meZ8gmGozDqdZpjNPn9wG4x5Px6clGHtoAeDBT2PZ/7CuWD+w3livsM5WK57y/ZnNjOuyD+7LPP4lOf+hQA4KqrroLRqO2Mueuuu1BXV4dHH30Un/70p7FhwwZs3rw53Y/KS39/P77xjW8gGo1Cr5cOas6cOYPOzk7l+n379uG2224DAIyOjmJ0dBT9/f05PU4sJiLGbMgFRaMxRCLL7wlExcd9p/Qe33dB8/2sK4jGOqkb2a8asKgXBMSiIv7hjh2IiSL0Ol1F/K2Kuc+86+bN+Mf/fhYefxjHzs2gfktb4koRJf33m1W52TVW46KP3epMFBgHx93aoZoxMeP93T7p5IjNbEAsKiKWMpqyMugEAXaL9HtQ57mrT+4EQxHl3xlW/fsB6W9XCfvvShWJJuJtDHoBZoMeNVYjPPG/n0EnlPzvUxvv6J73hjSPvdhrzKw7mJJXHwhGYKvQDH4qPn6WKa0ZVwCf+s5uOOwmfOauS5WT+vLric1syPnvUZd0QksvFOc1ifsK5YP7DeWK+wzlYiXvL3mHxXz/+9+HIAj48Ic/jO985ztobW3VXP+yl70MX/3qV3H33XcjEongO9/5zpI3Vu3mm29GLBbDZz7zGZw/fx733nsvnnrqKbzpTW8CANx+++349a9/jfvvvx/Hjx/HRz/6UVx77bXo6uoq6HYQEVULty+Eh/cMai9TdQTLRVSDqutKEISSD5QsF5vFgPb4cMoZVwBRVYexXl/alUIWU6IgXmtbvPO0xWlVhhWOTHk1QzUXOqcrnwSxWaqnmKcewOhVncQJqT7IhZI+1EV4Yrus1Hnu8smeVmdiBYbRWPrXGPl55fbltipi1h1MuYz7F1HpHD47DX8wgvEZHw6fnVYul0+Q2vOML1q3qk75utSDfomIiKj08n63P3jwIBobG/G3f/u3C97ub/7mb1BXV4fdu3fn+1Bp1dTU4Lvf/S7Onj2Lm2++GT/4wQ/wH//xH0oX+o4dO3DPPffga1/7Gm6//XbU1dXhc5/7XEG3gYioWoQjUdz7yEn4g9rOWblDGIBSRDWXoThVKRodUrf8tCuAqGrIqL7E0VkWU6JAnU02sUGvQ1uDVMyXCuLaDvFMfEG5o6568o9NqkKFL1NBPLlDfBkuA6wmQdUJGrmbs0W1qsFk0Kfcp9gc8Y5QbyCS0/6RriC+HJeZElWq0elEVNbeE5PK194lnuB9582bYDMb0NVSo3wWICIiouUr75Ywj8eDDRs2LDpwUqfToaurC8ePH8/3oRRyPrhs7dq1+NGPfpTx9rfddpsSmUJEtFKNTHnxzV8fwYVJKQ9zY48TL56fBQC4vKkd4iZj6YtTlaIhfhA84wpquj5LXxDXp/16IR1NdgxPeTE85UVnc41yeSgchSiKad+vl1pAKAd18dQbSJzQCWs6xLUFcRYsy0vbIS6d0NB0iJehG7PWljgJ5PaFYcky8mTOk64gzg5xolIZmU5kex84PYVwJAqjQa+8H9jzHA7dXG/Ff37waggCOD+KiIhoBcj7CKS5uRlDQ0MQk4MU0xgbG0N9fX2+D0VERHl66tAI7vneHqUYvm1NI9576xbo4sVRbYe4VLQyr+CCeKPDDEDKItVkqutLW7Azq4rghiyLhR1N0uCQ0WkfAqHEtotIjRCRzbik4p66OFjp1MVTX1DVIa4quobDSZEpLFiWVTBNZEqzamit+sRGqThUUUTqE4OLSR+ZwhMuRKUyOpUoiAdDURw5Jw1allcM2Zdwgteg162YmDgiIqKVLu93/B07dmB+fh733nvvgrf7+c9/jqmpKWzfvj3fhyIiojyMTHnxvd8fRygSg0Ev4PaXX4QPvWEbaqxG1MQLoOr83CAL4kqHOABMzvmVr0vdIa6OOTFmWYzvjBfEw5EYRqZ8musCoWjK7YOhKEbihYXu1tp8N7XkTMb0kSnqDvFgUmRKlBnPZRVKE5nirDUrl6UrMhebQzVEL5cc8fSRKdy/iIpp34kJ/MsP9+LIuWlMu7TPwb3HJxGOxJTX/XwzxImIiGhlybsgfvvttwMAPv/5z+Pf//3fceHCBc31IyMj+MpXvoLPfOYzEAQBb3nLW5a2pURElJPBcTfkMs1Hb78YN1zapcRm1CoF8URnZpAZ4prc0HIWxMOqiI9sO8Tb4wVxADg36tJcF1R1jMvOj7sRi6/y6mt35LOZZaHuEA9nGKQZTh6qyciUslKfoJAL4qtaErE+/WuaSr5N6oK4K4eCuByZUl+TuD/3L6Li+toDR3Bm2IV/v++gcpkcu3Tg9JRmlUc1RYARERFR+eT9iWHnzp1417vehW9961v49re/jW9/+9uw2Wyw2Wzw+Xzw+aTuNFEUcdddd2HXrl0F22giIlqc258odvd1aDuAHTYThuHVdEZ64rfPNkt3OVJ3iE+oC+IljkxZt6pe+Xrb6sas7tPqtEKvExCNiSldrOk6xAfiRXMBQG9bFXWIZxjAqI5MSe4QZ2RKeWkiU+InNGqsRnzkr7ZjfNaHSze0lHybbBYDdIKAmCjC5c0+smUm/txqqrdiziO9fka4AoGo5G7a1Yv//f2L8Acj2HN8Qrm8Js8McSIiIlpZllT1uPvuu7F+/Xp89atfxblz5+D1euH1JnLdOjs78b73vQ+vf/3rl7yhRESUG7n7224xpGRiyh3irvhtRFHEhQkPgEQW9UpksxhgNevhD0YxOp2IHSl1h3hHkx0fesM2iAB6sixWG/Q6tDXYMKzKV5WlK4ifG3MDANoabbBW0UmQTAMYozFRiZoJJ0emRGMZB4tS8alPVphU+fib+xqwua+hHJsEnSCg1mbEvDeUdYe4KIqYixfEm+ssOH1hHgAjU4iKKfkEJwDYzAZcsbkV9z1+Ct5ABE8eHElcx4I4ERERZWHJR8A33XQTbrrpJgwODuL8+fOYm5uD1WpFX18f1qxZU4htJCKiPMgd3zWq4XGy2vhlcof4tCugDCjsVkUZrEQNDguGJ72aLutSF8QBoH9t7jES7U32tAXxdAUFuUO8muJSAG2GeLJQJAqTSZ8yRFQEEBNF6FkQL4t0QzUrQa3NhHlvCO4sh2r6g1Hl39JYlxgKGmVkClHRpMvt726tgUGvw46LmvH04VGMzSROYNut1XOCl4iIiMqnYJ8Yuru70d3dXagfR0RESyQXu2vTDJhKzhAfGvco13VV0YDFYtjS14DhSW1R2aCvjkJqZ5Mde9Ncnq5DXO6KbaqzpFxXyfQ6nRINk0wuhKuHbcoiURElTr6huKBqqGamDv9ycNiNwCQwn2WH+KwnUZhrVj1vGJlCVDwzrkDKZfIg6J0bpIK4mp0d4kRERJSFyjkqISKigvLEi91y8VtN7hAPhqMIhaMYjMelGA06tDVYU26/krzxurV488vWai5LjpypVO2NtrSXB5KGaoqiqBTJLabq66bLVFQNxwuv4zOpXfLs4i0fOTLFZNRBV0Fd+nV2MwAoMSiLUd+uuT7xOsmhmkTFM+NKfX7KUWIbexpSIr9sVRQBRkREROWT1SeGa6+9FoIg4Ac/+AG6urqUy3IhCAL+9Kc/5byBRESUH3moZk2aDnGHqkju9oUxOC7lSa9qtldN8bdYdIKAGy7twk8fP524rAyRKfloqkt/MiOY1CEejsQgxptaLebKibDIlsmgS9v1HopIl41MphbEOVizfOSYkUwDUculuV7q8p6aD0AUF98/1NENTfWJDnFmiBMVz4w7tUO8J94hbjTosH1tE549OgZAKoZXy/s1ERERlVdWBfGxsTEIgoBIJKK5LBccZEVEVFqeeAxAzQId4oAUnTEU7xDvalnZcSkyQRBw91/14z9+dhAXraov9+ZkrdFhTnt5cvFY/b2lgjKds2U06AGEUy4PxTvER+M56ga9TuneZRdv+cgF8UrKDweAxnjsSSAUhccfxmLjPeXIFKNBB4fqNTQS475FVCzpOsTbGhKroXZuaE4UxC3sDiciIqLsZPWp4XOf+xwAoLm5OeUyIiKqPDFRhMcvncSstaYbqpkoko/P+DA1L3Vgdbeu7IGaalv6GvEfH7g6ZTl2Jau1m9LmaycP1QyohxyaKqtImY1MgzWlzncRo9PSCZ6ORpsSB8Sc5/KRT1RU2r6mXlExNR9Ad+fCt5cjU5w1ZhhUgfTsECcqnuQO8Q3d9Zou8C19DTCb9AiGorCnWRFHRERElE5WR/mve93rUi7bvn07ent72flNRFSBfIEIYvEIgIUyxAHg6MCM8nU3O8Q1HPbUkwmVTCcIaHCYMTmnLSAEgtqCeLDqO8TTF8RDkShc3hD88X9vR5NdKYgzQ7x8lAzxChqoCWgHY376O7txdX8H3nXzxoy3lyNT6mvN0OkECAIgity3iIppNt4hfumGFlyyvhnru52a640GPS7f2IInD46iI8McDSIiIqJkeR+ZfPCDH8TLX/5yzM7OFnJ7iIioANzxuBQgfUHcZjFAH++wOjYgvY4LADqb7SXZPiqehlpLymX+pKGamoJ4FXXAyzJlUYciMYzP+pXv25sS+zMzxMunUiNTnA6zZsjn0wdHNDnhyeTrGmqlaCK5S5yrD4iKIxKNYXJeek1vb7Thso2tqEtzovrNL78I77t1C95yw/pSbyIRERFVqbwL4kNDQzCbzXA6nYvfmIiISsrjT+Qr16SJTNEJgjJsUy7ytDitVRUPQunV16bmiPuD2oJ4IJz4vtKKlNnI1CEejsQwMpUYqNmpKYizi7dc5A7xSotM0et0aEjK3Z/zhDLcOpEhXq8UxKViOvctouI4O+JSIpfWdNZlvJ3FZMDODS3MECciIqKs5f2pwW63I8YhQkREFcntSxTE03WIy5fPexPFn65WxqUsBzVpMlRTCuKqCBVLhRUps5EpeuO3zwxgeFIqiFvNetTXJIqdzHkun2C8oFVpkSlAapF+zhNEd0vqLIVINAZ3/PXSGd+v9DodgChXHxAVybF4pJteJ2BdFQ24JiIiosqX95HJHXfcgfPnz+N///d/C7k9RERUANoO8UwFcW3neA8Hai4LtWkL4kkZ4lU/VDP9Ng9NeBATReh0Am7a1at08AKANxBOex8qvkqNTAES+cSyuQyRKS5vCHLZW+4Q18f3rygbRIiK4th5KdJtbWddVb5XERERUeXKu0N869atuPjii/Gv//qvuPfee7Fjxw40NzfDYknNLpV96EMfyvfhiIgoB954QVyvEzJ2ACd3jndxoOayYE9XEE/KEA+oMsQrsUi5mEydxga9gJds68AdN26EWQcMjrmV677880P4+zf2Y9uaxlJtJgEQRRGu+EwDUwUWtF730tW495GTyvdznvQF8XQnGQ06aT9caPXBjCsAm8UAi4lRDkS58AcjODvsAgBs6mso89YQERHRcpP3p/O//du/hSAIEEURw8PDGBkZyXhbURQhCAIL4kREJeKPFzwtJj0E1dA4NUdSh3g3O8SXhb52h/J1Z5Mdw1PelMgUuWPXoNcpgwGriTGpiP+aK3thMelx+aZWtDTY4HTaMTvr1XSIA8B9j59iQbzETg7NYT6ey72mw7HIrUvvpf0dsFsM+M7vXkQ0JmbMEPemKYjrF8kQHxx34zPf3YNmpxX/711XQKdL/1pMRKlODM4hJkonmzb1cmYVERERFVbeBfFLL720kNtBREQFFFQK4plf5tUd4g6bEXX21OGbVH1Wdzjw5pdfBI8/DLNRh188cTYlMiUQ7xivxvxwILVDfMvqBlyUJl82udiffGKAiu/pQ6MApH3tkvUtZd6aVEaDDldsbsNTh0bx4vlZZchwMk8gse8oHeLx/SsaS98h/tPHTkEEMDHrx5wniAZH5lWURKQl54dbzQb0tnEFGxERERVW3gXxH/7wh4XcDiIiKqBsCp7qDPGu1tqMneRUfV5xaRcA4E8vXAAgdbCGIzEY44VkOTKlGuNSACj/DlmmLnd90uWMrSitmChi74lJAMBlG1sren+TB7DOZxGZYrdI+5FBt3CHuDxMFEis2iGihY1Oe9FUZ1Xywzd018cH2BIREREVDo8MiYiWITkSI9uCeHcL41KWI4s58TbvD0VgNEh/c2UFgblyC5QLSe4QTy6Qy/RJERUzroAS40bFFwpHldei1RUYl6JWXys9N2YXKYibDDplqKsyVDNDhnhUVSj3cagr0aKeOjiC7/7hOHrbajEy5QUAbGZ+OBERERVBzgXxY8eO4cCBA/B6vWhvb8eVV16JhgZ+UCEiqiRKB/CCBfFEZEoX88OXJau6IB6MKLnxygmTCu7YXcj6bieAc8r3mQriNrMBDQ4zZlxSkTMUicHtC8PBeKCSUHdIm4yV3eEpd4i7vCFEYzFNR6ovEIY7PhhUPbRWXoEQyRCZoo5S8QYY10O0mB8/dgoAMKAaiLypl8eZREREVHhZF8SHhobwD//wD9i/f7/mcqPRiLvuugsf/OAHoddX54E1EVUGXyCCk0Nz2NjrrOil9dUgkEWGeHdrDersJkSiMWzq4QHncmRVnRAJqHLEszlhUsnWddXj9desxi+eOAur2YB6uznt7XQ6Af/09kux58UJ3PvISQDA1HyABfESCYUT+1ylv6bLBXFRBFzeMJy10vcDYy78yw/2KcXtGlVBXI5MiWaITImwQ5yqyPkxNzz+cFk7ss1GvbKCCQAaHGa0Oq1l2x4iIiJavrIqiHs8HrztbW/D6OgoRFHbBRMKhfCtb30Ls7OzuOeee4qykUS0Mnz39y9i38lJ3LCzC7dff1G5N6eqyRniCxWhLCYDPv+eXYvejqqXukPcpxooWe0Z4gBw065ebOhxwm4xLljYd9hM6F/biHsfkb6fdgUqPr5juQiqCuKmCt/X5AI4AAxNuJXvf/zIKU2nt6YgLneIZ4hMURfEvf7K7xCfmvfjP352EGs663DXjRsYLbSCeANhfOZ7ewAA//iWi7Guq74s29FcZ4HLG1K+39TTwP2QiIiIiiKr9av33nsvRkZGYLfb8U//9E946qmncODAAfzqV7/Ca1/7WoiiiPvvvx9nzpwp9vYS0TI17w3hhVPS8LWzI/Nl3prql21GtNmor+qiKC1MXRAPqAriwSxWEFSDNR11aGuwLXo7Z60ZunhRZWreX+zNorhgFXWI97TVKsXuHz9ySnmOzCVlissDNYFERn2moZpu1SBObxV0iB85O4PRaR+ePjSKyTk+T1aSCxMe5evH48OYy0F94hYANvU5y7QlREREtNxlVRD/85//DEEQ8I1vfAN33HEHmpubYbFYsGHDBnzhC1/AX/3VXwEAHnvssaJuLBEtX7uPjUNegDLBA/ElUyJTKrwIRcWVsUM8i6Gry4lep0ODQ+r4nZ4PlHlrVo6QOkM8Q857pbCaDfjb120FIL0H/fwJqckjeWVkug7xF8/P4i+HRzW3C4Qimn+/rwoyxMOqwv7RgdkybgmVml8VqRWOpD/BUwpev/bE0UbGuREREVGRZHV0MjAwgI6ODlx66aVpr3/zm98MURRx4sSJgm4cEa0czxwdU752+8LwByu/eFDJVlrBk9JT//0DqlzWoByps4L2j0aHBYCUIU6F9cLJSfzw4RMpXdCaDvEq2NeuvXgVdqxrAgA8tu8CTgzOpgzD1A7VTEQ5fOd3L2LWnegmd/m0v4tqGKoZVUW/HBuYKeOWUKmpV0KEylQQF0VR8zx588vWoo7zHoiIiKhIsiqIezweNDY2Zrx+9erVAIC5ubmCbBQRrSwjU16cH3NrLuNy7fzFRFFZ7m+u8kgMWhqDXgeTUXqrT5chvpJOmDTVSQXxaRcL4oUkiiK++svD+NMLw/jJo6c011XTUE0AEAQBd924UYlF+eaDRzUnkgBth7hep/0YPe9VFcRVOchAdUSmRGOJQujx87OIxdJno1N1EUUR+05MYHDcnfE26oK4O2nfLRV/MKrk9d914wa84rLusmwHERERrQxZFcTD4TCMRmPG681maRlyMBjMeBsiokyeOzaWchkL4vkLqgo4K6ngSelZ4ydF5AxxUXXCZCVF6jTWJTrEk2MwKH/qgvEzR7Sv5Zqhmobq2Nfqa814yw3rAADzntTCoN2ijkzRDvvzq7pbk4uK1RCZoh4e6g1EcH6BAipVrv0nJ/HzP59BOCI9//aemMTXHjiCf/7uHuWyZHOqfX1y3l+W10iP6qRRjS3zcScRERFRIRQ00JEHmESUq5go4rmj4wCAzb1OZfAdc8Tzpy5CsSBOco64HEMUisQgv1tXQ4xFocgF8WAoWhXxFdUiuRNaTZMhbqzsDHG1yze1YsdFTWmvS5chLvOo9qt5XxV2iEe1n+OPnmNsSrWJxUR867fH8PvnzuOJAyMAgEf3DinXpzvJA2g7xP3B8rxGqvPD1c8zIiIiomKonqMTIlqWTl+YVzJ9r9rajsY6acXJ5CwL4vkKsEOcVKxmaR/wx/cL9QqClVQQb4pniAPSYM1gOFrW4XHLxXxSQTyiGswoR6bodUJK8biSCYKAt75yvRKdoqbuotbrtB3iHlVBL/lEQbV1iAPMEa9G/lBEeY0/MTQHAFDvpekK3cfPz+LsiEtzWSFX6c15gpiY9S16O7ePBXEiIiIqneo5OiGiZem5+DBNs0mPHeua0VJvBcAO8aXQRqYwQ3ylS+4QD4QSBZGVtH80xl9bAODcmAv/52t/wce/9RyL4kuUXBAfn0kUvuTVKtWQH56srsaMd71mE5y1ZlyxuRUAoBMErOuqU26jLv4D2g7X5JO63kC44ldSqjPEAeD08LxmxRFVPnVsz+kL89I+JyRK4uqTNgCw78QkvviT/SmXF6og7guE8an/eR4f+9ZzmteGdNTPHzsL4kRERFRkWR8Ju91u7NmzZ0m3ufTSS7PfMiJa9sKRGPYcnwAAXLKuGWajHi0NNhwdmMXIlLfMW1e91AXPaixEUWE5bCYAwIxLWhKvWUGwgvaPhlozBAAigHsfPoloTIQ3EMHxwVlsXZ15cDgtLLkTenjKi87mGgCJyJRqiktR27amCf/2fik65YadXTDqdaiNP58AYNqlnZ2jLioOJ72HRaIiQpFYRb8mJ0emRKIiTg3NYQufH1XDr3p9n/eGMDnn13SIu/3a5+uvnj6b9udMFGiV3smheaUr/eyoC60Ntoy3VT9/0q3OICIiIiqkrD9tnDp1Cm9961szXi8IwoK3EQQBx44dy30LiWjZOnh6SjlQ2rW5DQDQ01oLQBrwNOsOwllrLtv2VStNwdNcucUXKo22RqkAMT7rQywmajo+V1JkikGvQ32tGbPuoCYawmSozmJtpZj3aovCFya9uGyj9HU1d4gn62t3pFw2NZ/UBR4v6MVEESPTUkG8vdGG0WmpM9YXiFT070J+XjTVWeD2hREMR3FsYJYF8SoirwSSnbowr/ne49N2gqtXlKldmPQUZHtODc8pX2fKL5fJBXGb2QC9jq/LREREVFxZf9oQRXHJ/xERqT1zZBQAUGc3YWOPE4C26DAw6kp7P1rYSu0ApvTaG+0ApBUZ065AUqTOyto/5MGaarqkHGjKTXKR69kjo0p2uPx/0zJ9HVrfVa/5Xj7BOzUfULrjL1pVr7q+sgdrypEpZqMe67vrAQBHmSNeVXxJBfHTw/Pwq1aNqbuw3b6QMsNFJjchDE0UpiB+RlWQTz55lswTf34wP5yIiIhKIasO8ccee6zY20FEK4zHF8KBU1MAgMs3tSpFqY4mG0wGHUKRGM6NubBjXXM5N7MqqTuAV1JGNKXXrlqiPjrtU4qUwMrbP5rqLDid1DEZYYb4kiRniE+7gnhk7xBu2tW7rDrE07n1pasRiYp4+rB0clcuNo5MJuJSNvc14MmDIwCA8Rk/VsXjZCqRHJmi1wnY1NuAQ2emMTThgcsbgsNuWuTeVAmSO8RPX5jXxKi5VQXxMyOpTQeXbWzBQ7uHMDYjvVcs5WRWJBrDuTG38v28N4RINJZxwK68wqLGxoI4ERERFV9WR8KdnZ3F3g4iWmGeOTyKSPzg+8otbcrlep0O3W21OH1hHudG3ZnuTgsIxA+IBVRvdi8VTmuDVcnOHpv2wmZJFBuWa6Eyk0ZHaod4OMoVbEshZ4hfvqkVs+4gTg7N4bfPnsfV2zoQisgdx8vzdchhM+EdN22EXi/giQMjSkF8eErqrtXrBGxf2wizSY9gKIqzo/O4ZH3lnuSVI1P0egGbep3K5cfOz+CKTW2Z7kYVJLkgPjzlhV61CkYdmXJmWDo5aDLqcMf162AzG2C1GPDQ7iGIonTfdFFB2To/7tYMLX7u6Dj2Hp/Eu2/ZhEvWt2huG47EcGZYKtA7bDz5QkRERMW3PI9QiKjiPX1gGADQ1mBDV4u2Y66vTToAY2RKfgJyV6ZJD0FgHMRKZzTo0VQvFYJHZ3xJGeIr62NAU5rIlGiUHeJLIXeI19lNePPL1wKQcokfePKsEs+zXCNTZPb4SSY5EkUeqNnWYIPRoMfqeFHx7HBlv6dF5IK4TofOJrsy2HB4kkOuq0VyQRyAZmaCOjJFXi2zut2Bl/Z3YOeGFs3nscHxpTUlJK/GAaSu8a89cCTl8j8fGMa0S4pvUTdJEBERERXLyjoSJqKK4PaFcPC0FJeyc0NLStG2xWkFIOWxypmmlD05Q3wlDUykhck54qPTPmX5vNGgW3GDy9JliIdZEM9bTBSVDvE6uwm9bQ6lmPXUoRElkmG5r0SQM4+9/ghEUVQKyJ3N0vNudYdUED835qro9zT55JBeJ0AQBCUmxe1beBgiVQ45Q9xuMaRdIeaOd4hLcSbS83NNZ51yvcNmQl2N9Hdfao746eHUgngmf3pBapLoa6+t6FUUREREtHysrCNhIqoIL5ycRCzesXTphpaU602GxEuTPJiMsicXxFdaPjRl1hbPER+b9iod4ittoCYANNVZUy6LsCCeN18gonSfysXT11+zBiaDDqKY+N0u9+gmuZM6JorwBiIYnfYBADqapIL4mg6p4BgKxyq621odmQIAtfFCv9tX2cNAKSEQlF7fa6xGZWWCmscvndy4MOlRPl+tVRXEAaCntRYAMDCWf4e4KIpKh3imzHD1bafm/QCAi9c1c2UbERERlcTyPkIhoop0YnAOANBcb8WqeAedmrqzWR3vQNmRl0TXWFgQJ4lcmHP5wpiel5alL/eu3XQaHeaUyyLMEM/bnDuofC13lTprzXjV5d2a2y33yBS5QxwAzo64lBMBnU1S/ERfR6IwOTi+tK7bYoqqIlMAoDae5ayO2aDKJkemWM0GrF1Vn3K9xx/WFKsBbYc4ACU3fHDcnfcJw6n5gBKntKWvYcHbegMR5XW4vib1NZqIiIioGFgQJ6KSiMZiykG1nEvZ1+FI2wmkLp6wIJ47d/wgtJaDqShO7hAHEl1/K7FD3GjQo86ufV6oh75RbmY9iYK4U1XIunidNvJguZ98sasK4ieH5pSv5cgUh80IQ7zret4bRCUZHHfjd88OwBsIayJTAKDGxg7xauNTFcQvWlWXcn0kKiIQiipxRm0NNs0JHSBREI9ERVyYzO8Ejrrgni4CRf3ZTn1ijQVxIiIiKhW2DxJR0YmiiP/3wxdwfsyNj96xQ1ky3tNak/b26uKJPJSNsueK57067MZFbkkrRXtjoiA+Fo9zWKkZ8011FqVzEWBkylKoC1nO2kQhq63BBgGA3Hu/3DvEa22J19rjg7MApJiIlnopokcQBNTZTZh2BTX7XiX45+/uASANAk2OTJELpewQrx5yh7jNbMCajjrN81Dm8YeVgvWaztRYlb72WuXrcyMu9Lal3mYxcn64w2ZMW5if9wTR4pTel+Y86oI4T+QTERFRaVRNh3goFMLNN9+M559/Xrns//7f/4v169dr/vvRj36kXP/b3/4W119/Pfr7+/H+978fMzMz5dh0ohXP5Q3h3KgLMVHEv/5kv3LQ3dNWm/b26oI4M8RzJ3fzOew8sCRJrc2kFLfk4shKzZhPHqzJgnj+5A5xk1EHqzmxP5mMes3vebl3iDfUJv6t5+Kdtx2NNuh0iRVQDrt0wsBVYQVx2XNHx1WRKfEM8fgqI68/rMz9oMqmjkyxWQzKKgW1c6MuTLuk6Kzk/HBA+rs3xZ+/Z0ddeW3HqXjBfe2qetSl6fqe84TSfl1fyw5xIiIiKo2qKIgHg0HcfffdOHXqlObyM2fO4CMf+Qiefvpp5b/Xv/71AIBDhw7hE5/4BD7wgQ/gvvvug8vlwsc+9rFybD7Rijc+61e+jqoOqrtb0xfE1QPYgpHl2SEuiiKm5vwQxcIWGdTRNIxMIbU2VZc4AFiWeZEyk9SCOAt9+ZI7xJ015pT4qybV73m5D9U0m/RKl7i8NyUXIuWonnmPtiB+dGAGZ4bnUQ7JJ4Oi0aQMcdVJNE+AXeLVQF0QB4CLuurj3yde7//0wrDydbqCOACsjufeD4zmPljTH4xgOB61srazDmajXtN1DkCzUkLuEDcadLCZV+aJWiIiIiq9ij9COX36NN70pjdhcHAw5bozZ85g06ZNaG5uVv6zWqXlqT/60Y9w44034tZbb8WGDRvwxS9+EU888QSGhoZK/U8gWvHGZ30pl9XXmjNmRWo6xJdpZMrP/3wGH/3ms/jts+cL+nM9qqxXBwvipNLeoC2Ir9TIlO4WbWGGHeL5m5UL4mm6OhscK6dDHACa6qya7+VBtjJ5xY4caQUAZ0bm8W8/PYDP3/tCWTrHvUlRKNFYPENcr80QB7TvLUvh8Yc1ERlUWP6g9JlJLoDfeFk3tq9twp2vXI/W+HvAiXjOvdVsQHtTagc5ACUmZWTKqxTZs3VmZF45MbQ2Hpfyj2+5GJ/72yuU26j3AfnrOrsp7VwZIiIiomKo+IL47t27cfnll+O+++7TXO7xeDA+Po7e3t609zt48CB27typfN/e3o6Ojg4cPHiwmJtLRGlMqDrEZWsydCUBSRniy3So5h+el07yPfDk2YL+XJemIM4McUpob9QWPlZqQXznhmbcdeMG5XsO1cyfHJmSLuZAXRBfCb/j5nrtyoPOZu2MjHQd4g/vlpo0ojERA2P5RVMsRXI2uLyCy6BEpiTeQ9y+pRfs/cEI7vneHnz0G89idNqruS4WEwu+YmqlEUUR/pC2Q7yp3ooPvmEbrtjUhr6kmLo1HQ7oMhSg5Q5xEcD5sdy6xOV8coNeh574SkCjQY9W1QBP9fNA/ppxKURERFRKFb8u7Y477kh7+ZkzZyAIAr75zW/iySefRH19Pe666y687nWvAwBMTEygpaVFc5/GxkaMjY3l9Pg6naDJgKQEvV6n+T9RJpNzqQXxSze2Ztx37NbEQXg4KsJgWN77WCH/fV7Vsnanw7Jsfnd8vVm6zhZtQdxmMSyb/UNtsX3FAB2uu2QVfvfceUzM+hETl/9rTLHI2b+NaV5rulVDk/U6oeJ/x0t9jZEHBMp6Wms1/2anQyr2+YIRxCDCZNBrumT9oWjJf0f+pBVYSkHcoIPBoNOs4vIVYPt2H5zA1LyUXf2XI2N488svAgDMuAL45//djcY6Kz75tkuUyJZKV2nvS/5gBPI5hRqrMeXvtbrTgeeOjSvfb+x1ZvybrumsgyAAogicn3Bjy5rGrLdjJr5ypL3RBqtFe6jprDXD4w/D5Qspjz0XXx3RUGuu+NeJfFXavkLVgfsN5Yr7DOWC+0sVFMQzOXv2LARBwOrVq/HXf/3X2LNnDz71qU+hpqYGN9xwAwKBAEwmbVyAyWRCKJRbh0tDg53L9xbhcFgXvxGtaFPzqcujr9jannHfUQ/vMhj1cDrTL+ldLgr574siMTy4q6N+2XVc8fUmfxtWa7svnQ7rsn5uLbavmONDRXX64r7GRKIxnDg/i4u66mFaRtEh4UhMifnoaK1N+R3esKsPTx8eg8cXxquuWg1LlWQD5/sa092RWPVkMemxtrdR01DR2epQvhYMBjidNmWwIQD4w7HSPx8vaLvS5VcIu80Mp9MOqy3x/hGDsOTt2/3ihPK1xx9Rft4PHz6JOU8Ic54QXIEYVnemny9SqSrlfSmqaj5obqxJ+XttW9eKHz+SmMd028vXKx3b6fS0OTAw6sKFSV9Of3sRcuSOKeV+TfVWDE144A0k/v5yjFBbU+o2LzeVsq9QdeF+Q7niPkO5WMn7S3UcnaRx66234rrrrkN9fT0AYMOGDRgYGMBPfvIT3HDDDTCbzSnF71AopGSMZ2tmxssO8Qz0eh0cDitcLj+izGClDERRxMiUJ+XyxrqF9x2TQYdQJIbZeT9mZ71pb7NcFPLfNzopLW0WAERDYczO5pb9Wan4erN0JkGEQS8oQyRj0diyfG5lu6/Ib+1eX7Cov4efPHoKf3juPK7c0ob33LqlaI9TalOq4ptFL6T9Hf6fN28HAPh9Qfh9lZ0bvdTXGLtqcGhHkx3z89rZGXokTkgNDs/B7fJjxpX4nQyPu0v+fByf1EZhuOMnOCLhiLIt8nvx+JRnSds3MevDiwOJE7anhmaVn3dcdfnpwRk4bdVxeFJp70tjk4nPWlHV31DWaDfCbjXC6w/jrldvRDgQwmwgc6NQT2sNBkZdOHF+Jqe/vdsr7dd6XernG3u8Y3xqTvpsFxNFzMZPDFmMumX5ngRU3r5C1YH7DeWK+wzlYrnvL9mcZK+OT5xpCIKgFMNlq1evxnPPPQcAaG1txdTUlOb6qakpNDc35/Q4sZio6ValVNFoDJEVkA9K+Zn3BBFIWpb9rtdsArDwvmMy6hGKxOAPRpbd/iUPLpN5/WFNbrrHH8bpC/PY3NeA3S+OY3WHIyX/OZM5t3RwW2MzLsvXL77eLE2r04bhqUShazn/LhfbV+Sc5HCkuPvUH56TBuc+c2QMf3PzpqI9TqlNzSW6m2ttpmWzL+X7GtOgWo3T0WhP+Rk1quiI82NuPLpHO+R9ej5Q8t9h8iBP+b1aEKBsS43NiBlXEPOe0JK279yItht9bNoHtzcEi0mP6fnEvjQ65a26falS3pd8gcQJcKM+9fVdrxPwD7fvwKwniK2rGxfd5p545vjUfADT8wElB38xwfh+lG4b5GHfs+4gIpEYzo64lJO0TQ5LRfwei6lS9hWqLtxvKFfcZygXK3l/qdqC+Je//GXs378f3/ve95TLjh8/jtWrVwMA+vv7sW/fPtx2220AgNHRUYyOjqK/v78cm0u0Yo2rBmp+/K8vQVO9BU31i6/UMBv18PjDy3KoZvIJAo8vDHNdoiD+/T8ex74Tk8r3VrMBn377zpSM2nTkpcfyQSeRWltjoiBuWaFDNWWGeF7eShj4WAzqgYwc4CsNETXodYhEY+hqqUm53qEqJn7vD8dTrp9xB1IuK7bkoZoydYZ3jVUqiHv8Sxuqqe6GB6R4lqEJD2qsRviCiULu+IwPlJ+Q6vOSyZg+D3RVSw1Wpdk/0+lrS8T8nBt1YfvapqzuJ39uSze4ua5Geh54/GFEojHsPSHF6Bj0Omzua8jq5xMREREVQtWmp1933XXYs2cPvvOd72BwcBA//vGP8atf/QrveMc7AAC33347fv3rX+P+++/H8ePH8dGPfhTXXnsturq6yrzlRNXp3KgL50Zdi98wyfhs4uC2tcGqGdK1EPlAKrQMC+L+gDbGJLkooS6GA9KgrK8/cCSr34W85N2RZScXrSztjYmTKuZllGedD3l4m9ydSLnxhxKvY9YqyQcvJqNBh7ffuB4v7e/A1dvaU663mAwpBcLLNrZg5wZpAPysu/SRMpkL4omoQEs8az/5RG62AqEInjw4gpMX5gBIK1Nk58fdOBW/XKY+iU65CYYTJ/cKMa+gs9kOY/zvNZDD5z+lIJ5mG9SfAV3eEPbFC+Jb+hr4OkJEREQlVbWfPLZt24Yvf/nL+K//+i98+ctfRmdnJ/7t3/4NO3bsAADs2LED99xzD/7rv/4L8/PzuOqqq/DZz362zFtNVJ1Gp7343I/2AQA++zeXozWLTmXZRPzg1mo2LDi8KZk53t0UCi+/7k11NxwAuFWdd95A+gLF4IQHP370JDoa7Xjq8CjeedNG9Kq6t2RyMSHbEw+0srQ3JKJ3VnyHeLzoFyliZp4oLt9ie0D1OiYXTVe6K7e048otqcVw2ebeBrxwchJbVjfg9S9dg562Wjy27wL2Hp+A2xdGOBKF0VC652XGgrg+URCXO41Dea6k+M0zA/jDc4PK9+1NdgSCEYzP+jE45k45eas+iU650XSIG5be82TQ69DTWovTw/M4m0NBXP7cZkqzL6tjVw6fncZkPHrpkvW5RVoSERERLVVVHcGcOHFC8/3111+P66+/PuPtb7vtNiUyhYjy9/yxcaWL8ui5mZwK4nKBttVphSBkP6BWPpBajpEp/qSCuMeXKEqMz6R2x21f24QDp6fw5MFR5bKHdg/h3bds1tzOGwhjLL7cvLe9tpCbTMtEX4cD8rOwqW7lThQHEh3i4SIWxPPtqq1EB09PYd/JSdz20tWorzHDH/+3GfQ6pYuUFva+W7dg3huCU5U3rv561h3MKhqrULxZRKbI78XhLN+LH9kzBBHADTtXQRAETTEckLLWjU4rxmf9OD/uRleL9r1q3hNCIBThSZY8hCLqyJTCnFjpbZcK4udGXBBFEeFIDNOuwIJzTRKRKamvC/U1iYL4Y/suAJBWJGy/KLs4FiIiIqJC4REMES3qhZOJCI/TF+Zzuu9EvNurtSG3g3x5afnyLIgnZYj71QXxRHdcU50F77t1C/7m5o1orrdo7jPtSs2bVUfarG5P7R4namuw4cN/1Y8P/1U/Gussi99hGTPGM8SLOURGzvSXVXPH+A8fPoGnD43iod1SgVM+sbfSVxrkQqcTNAVwAGhwaAvipeRJiu+SqSNT5E7jbDrER6a8+Mljp/DTx05h/6mptLdpqLWgp7U2fnsfJuelk8A61QnzCcam5EW9oq5QkVjyZwlvIILJ+QC++svD+MS3n8eTB0cW2I7MkSl1qtVrFyaleRYbepywWziHgIiIiEqLBXEiWtD4rE85aAGAUzkUxEVRVDrEW7IYpKkmdzcty4J4KHOGuLxc3GzU4wvv2YWdG1pgsxjxvlu3KkMAgUTcg9rZEakgrtcJ6G7NbmgWrTxb+hqxpa+x3JtRdvLzqZgZ4m6vtgM3GqvOgngwHFWGIp6Jv84E4if2rGYWxJdCPQDZ7UvfsV0suUSmZDN8dkZ1olY+cZLM6TCju00qiMdEEWeHpf1pfXe9chvmiOdHLkQLAmDQZ78ibyF9HYmT64/vu4Aj52YAAI/uHUp7+5goKidP0kWmmI36lNcMxqUQERFRObAgTkQLUneHA1Jn8kya7uR0XN4QgvFl9a0NuRXE5QzxYGj5ZYgnR6a4VUUJOfKktUEbMdPTVouP33mx0rnn8UcQi4l44sAw7v/Tafz0sVN47ug4AKC7taakObRE1SgxVHPprzGD42588ccv4LF9FzRd4Mkd4tU6E2F6PvGaPzjmRjQWU07sWRltsSTquJli5tknE0VxgciUxHuPMYf4MvV72akL8zg2MJNyG2etWekQB6QCKgD0tTuUIq56pRRlLygXoo36nCLqFtJSb4XdIj3HH96TKIJn6ugOq7vUM6weqbMnusQFAbj4IhbEiYiIqPRYECeiBb1wQiqIq3Mf5U7kxai7vHLNRZWX2qozMZeLBTPElcz11N9Xb5sDL79kFQApL/zA6Sl8/48n8IfnB/HwniGlmL66va5Ym060bMjFt0IUIZ84OILjg3O495GTuP9PZ5SieHJBPFylr2dTqoJ4KBLDyJQvEZliZkF8KdQrf7Lpwi6UsRlfxhULBk2GePYd4skd5z997FTKbRpqzaixGtHo0EY2OWvNaI6vJONgzfwoUSUFzPQXBAG9aSLYMu076hMn8uqCZOrPk+u76lMGqxIRERGVAgviRJTRrDuoLI9/2cWrlMvnvaFMd9FQH9S2OhmZIvMlF8TjRYSYKCqdcZk66musRuU+w1NSlI0AoNFhRlOdBWs6Hbh+56q09yWiBDlDPNNQzUf2DOHXT5/LKvdbfZLrj7sH8f0/HkcsJsKd9FoZLGHBs5Cm5rURFudGXcrAUCszxJekXB3ih85MK1+v7tAWPNWRKcYcMsSTO87VcWsyZ7wQ3tOmHaZZX2NSTgQzMiU/8uelQg3UlPWlKYi7fek/B4ZUn9nMGVaqqXPEL1nfssStIyIiIsoP23qIKCN1XMplG1vwm2cGEI7EEEjKwBZFET/702mMTPmwa0srLt/YCkEQlMFYVrNBKeRmS+kQX4YF8eShmmMzPgTDUcy6g0qRqaulNt1dld9jOBLDZPz321hnwRffe2URt5ho+dEvMFTz3KgLP4l3t65qrlk04zacFIXy5MFR+IJR1FgMSberztczdYc4AAyMupT3ASs7xJdErxMgABBR2g7xg6eloZc9bbVocVo1K7/UkSm5vBfLkSl2iwH+YFSJQ1FzxruDe1prNJ8x6mvMaImfOJ9gZEpe5EimghfE21I/j2TKn9d0iGc4WabuEL94HeNSiIiIqDzYIU5EGckHq6uaa9DitCmFj+QO56MDM3ho9xAOn53Gtx48hmeOjAFQx39Yc86zlA/Cg6EYYjER9z1+Cv/n63/BkXPTi9yzMpwbdeGXT55N20UVSPr9zbqD+OFDJ3BuNFGQSO6ek6lPLFyY9AAA6mvNaW9LRJkZlciU1KLdsKqzdWjCvejPCsajUNZ0OrC+qx4AsPf4BP58YERzu2y6bCvR1Fxyh7hbObHHyJSlEQRBybPPtFqh0HyBiDIgu39NIyxJBVS9KjJF7hCPxkTEFhkKK3eItzht2LkhUeg06HW4ZnsH3nnTRiWTPPk9rq7GhNYGqUPc5QunRItJ2xAraRd9tZEj5kwFjEwBgA09TjQ4zHDYTcoKNG8ggmgs9W8RVGeIZyjM77ioGRaTHldva4eTn1+IiIioTFgQJ6K03L4QTgzOAYDSHSkvjQ8kdTg/tveC5nv5QHsiHpnSkmNcCpAYqhkTRXz1l4fx0O4hzLiCeCKpwFSJXhyYwed+tA+/fWYAv3r6nOa6P+8fxnPHpOGXG3ucyu/2mSNj+HX8tnaLAc112nxVmV1TEJeKdvU1PKAkytVCQzXVhclsui3lDnGHzYQPv6kf29Y0pr2dusv22aNj+Nef7MfodGqsRKVJ7hC/MOlRTvYxMmXplPieEp0wOTYwo2RA969tShl+qI5MUe//i830kLuGa6xGvPKybuXyziY73vaqDbhqa7tymXqwJiANWlRHq00kxab4AhF89vt78cEvP6WcDCYtuUM8UyE6X1azAZ9/9y58/t1XYLUqPsXjj8T/H4Y3EI5vg6pDPENhfl1XPb769y/FO169saDbSURERJQLFsSJKK0Dp6eU5c6XxJe0yh3iflVkysScX5NFCgAjU16IorjggMjFqA/CD8SXdgPA+IwPLl9o0U61cgmEIvj6r44oXaf7jk8oGcSTc3784KETym1tZgPe8eqNShFALgD0ttVm7KhXd4jLhTz18mMiyo48zDAaE1OiHdSFSaN+8Y9Kcue3yaiHyajHB27biqu3tafcTv1zv/2bY3jx/Cy++OP9eW1/KckFcbmIGY2J8AY4VLNQEidnSvO+JselOOwm9LTVphRQ1ZEp6qJmKLxwwV4eEF1jNaKv3YFNvU4AQG976oqnuhoz6uLvXXaLAUaDTvNZQT2DRBRFfPf3L2Jw3INAKIrfPjOQzT9zxQkVKUMckF4vLSYDamyJzyAeXwhjMz784zefxce/9Rxm3UFNZEryiRY1nS63VYNEREREhcaCOFEFCUeiePDpc9ivytUsh9FpL3755FkAQEu9FZ3NdgCqgnggURD/0wsXIALQCQJ2bW4FAAxPeeDyhhCM52FnGhC5kOQDdLkQfGHSi7//r6fxLz/cC18gdUl1uT1zZEwpFAHS0m+50P1C0t9VrxdgNRvw/tdt1RQdetMMsJKly2J3skOcKGfqQnc0qUs8rOqENRqzKYhLt5fjJQx6Hd7x6o34/27fgV2b25TbyXEC6kGd897KPcEHAMFQVOn8TZelzg7xpStlh3hMFHHorHQSe9vqRugEARaT9qSGuiBuNOTQIR5IFMQB4H23bsU7Xr0Rr79mTdrbyydY5Ngvp8OsvBeOTicK4iPTPuxTvX/uOzGJeU9wwW1ZiRJDNYt3eFdrTZyA9/jD+OWTZ+ELRuD2hfHn/cPagngRCvNEREREhcKCOFEF2f3iBH719Dl85ZeHMe9NzZ7O5PTwPL72wGE8d3SsINvx40dOYt4jPf5rr+5TupUt8cKHP17oDoaieOrgKABgx7ombFktxQT4g1Ecj8etAFKeaK4aHInIkJdd3Ik7brhIc/25UTf++8GjOf/cYoqJIh7bJ8XH1Kq6qJ44MIJzoy7sPT6hub2ct7qqpQZ3vnK9cvmazrqMj1FjTe3GZGQKUe4MqoJ4OJK5QzybPkY5MsVs0BaANvY48VcvX6v6udJrpzw8V3ZuzIVK5fYn3ovaG20pEVgcqrl0C8X3FNq5URfc8U7u/rXSe3ZqZEriuaEuri5WsE9Epkj7hM1iwNXb2jMO1b7h0i60Oq24YWcXAOnEeluj9HlhZCoRJeRO+jwUjYl4JCmqjVRDNQ3FK0SrP9scPjuj+VzzxMERzYyZYm4HERER0VLxKIaoghwfnFW+Pnh6Ci/t71jw9qFwFA88dRYP7x6CCODU0ByuUHUj5ms4fiB6zfYO7NqS+Hm2eOFDHgr57LEx5eDn5Revgs2SeEnZfyrRzdWaR4Z4X3st3vaq9bCaDbh0QwuGJlIzQw+fncacJ1gxBeHxGZ/S1faGa9bgoT1DGJny4o+7B/HH3YMpt3/p9k7l66u2tkMnCJj3htCfIX8YkLr1TEadZuk6I1OIcmdQ5SQnFyLVhb9sYiyUDvE0nZmayIn4z3XHC4eyw2emsaYj84mwcvL6EwUuOQpDne+c3F1MuVM6xEtQED90WuoO1+sEbOptAIA0QzVzj0wJhaPK9TW27N6TNvc24HPv3qW5rKPJjsFxD0ZU2frq30trgw3jMz48uncIL79kFYcyqsivQ+Yidoir55g8FP9cIwiAKAIubwj7TyYi7swm9l0RERFR5eInFaIKoi7sJsdrJBsYc+HT392Dh+LFcECK5wgvsqQ5G3LkR1PSYEc5K9YXjEAURTwe74bubLZjfXc92httkKOv97wodQ3ZzIaM3WELEQQB12zvxGUbWyEIQsYcclcOnfTFNuNOLOHubXfg5Rd3IjkK3KAX8Nm/uRxffO8uXLqhRXPdri1teNXl3Rnzw2XJv896FgSIcqbuEE8uiKsLf8lxKukkOjPTFcRVkRPxOIHkjtezo5XbIS7HYACA3WJEX5s2D9piZhfoUhkN0mt+pASRKfLMj3Vd9Up3f0qHuC73oZoe1UmefN7zZR2NUkTb2LQP0Zj0+1CfoHrzy9ZCEKSTS7966mzej7McFTNDXGY26pVVA/Jg1ldf0aNcLw88NegF6HU8zCQiIqLKxbYeogqiXmp69NwMfIGIputaJooivv7AEWXQWXO9BZNz0tfznhCa6nPvyJaFwlHl4NOedFArHzwHQlGcHJrDhUmpg+vll6yCIAgwGvRoddowNuNTivQ9CwyIzEWm4UyepE7LclJnmtbVmHDdxatw+aZWzHtDcPvC8PjDaG2wobPJvqTHqbEYMeNKPFaldMgTVRODqnid3Jmrfi3OpmtXPVQzmU4nwKAXEImKymurHFkhC4aWfiKzWLyq11i71Zgy48DKDvElM5SoQ3zWHcT5cTcAoH9tk3L5QpEpxjQrHNLRFMTTfG7JVkf8/TEaEzEx60d7o11TEO9td+CqLe14+vAonj48ildc1r3k99TlQp5RUMwMcUDKEZ8OS585a6xGvPqKHjx1cAQuXxiz8cYAxqUQERFRpeOpe6IK4lcVYaIxEcNTqTEhgFRMkYvhN1/Zi3e9ZrNy3dwSO6a1B7XJBXG9sp2747mRVrMBuzYlYlXWJuVf97ZruwkLrbIK4tLvXq8TlA45m8WI9kY71nXV4+J1zQU5cFefqDAb9Uq2OxFlz6jpENfGomheixeJTImJotJhbkzTIS5dLj1H5YFzbp/2dXqhKIpyUw8JtlsM6Gmt1ax8sbJDfMnk/abYQzUPx4dpAtBEcyVHphgydIiHF9hPNZ8dsoxMSUf9HjkyJUWQqX8vRr0Ot76kD0aDDqII/OLPZ/J+rOUmEZlS3OdkjSpH/OZdPbCaDSkn5jM1MRARERFVChbEiSqIT1V4AIA5T/ri9rQroHy9udeJenvi4FPdpZyP5OKHmtwJGI2JSqb36g6H5sBnY69Tc5++Nm034VLc+Yp1AIBXXNqlXJbcaVlO8t/LYTdBV4Cu+Ewu29iiDPq7qKuuIB34RCuNJkM8EsOsOwhRlIrf/hw6xNVFwkyFKLljUy7suZIL4gWIuioWudBpMuhgMuphNuk1RUtmiC+d3CFe7KGa47NSgbnWZkRrQyKGbMHIFE2HePEjU5rqLcrvQ84RVz8HjQYdGhwWXL9zFQDgwOkpnByay/vxlouYKJZkqCYAOOPF7waHGdddLM1CSY5uK2ZsCxEREVEh8CiGqIKol+kDwJw7fXFb7g4HgMY6C+rUBfEldognL49XkyNTAGBgVFp2nTwwc2OPtiDe21a4DnE5gsRmMeKpQ6PwByMpnZblNO+V/l7FHnJ5zfZObL+oGWPTXnS1FLcDn2i5Ukem/OChEzg36sKbX7YWr7isO6cOcXWRMFOHuFxUlAtWySfy5Ozfcnr8hQs4OTSHt75yPWyq1UHye4L6/aC33aFEZrFDfOlK1SEeCEr7mS1p9VfKUE3V6onsh2oufmIoG3qdDm0NNlyY9GAkPuBb/XuRT2TddEUPnjwwAm8ggp8/cQYf/+tL8n7M5UD9Oyp2ZMprruqFQS/gVZf3KKtfkj/3mDO8FhIRERFVCn5aIaog/qSC+GyGbu/peEFcJwhw1pphNOhhixerM3WVZ8sbyNzlpS58yJ1sycMuk5fNNiYN5lwq+UC+Nr5tlRSZIv/u6+zFz/Sus5uwvtuZNmOeiBZnUA18Oxcfavn75wcRicbgD+XQIa4uRGUsiEuvnXLxPCVDvMyRKfOeIH708EnsfnECP39CO6hQfk+wq4qom+InPutqTEWPZ1gJjCXqEJf3a2tSR3i2QzUXGtodExMnjtT3z0dHk/S5IlEQlx7XaNApK6JsFiNu2CmtFjt9Yb7ov7tKpz6pVuzu7L52B973uq1Y3ZFYAZj82c/EyBQiIiKqcCyIE1WQ1MiUhQvizloz9PGiTl28O6ewkSlJXWRplsa3NqQO8HzdS1cDAK7a0la0OA85w7KSCuJyd35dkTvEiWjpDGmK1y5vCC+cnIQ/mCguRRcptAWzKETJHZshZahmZUWmHDg9pXz9zJFRzXVev/SeUGNNvP5ftqkV775lM/7PX21nZFMBGBbpEB+d9uKFk5NKpE++5A5x9WovAClzKPSqOCG9TlAy4xc6caN+nqjvnw95sObotA+xWGIYrTr3H5DiVWSBCh5MWwrqDv1yDLRMyRDniTIiIiKqcGwtJKog2Uem+AFou6/ra8wYnfZljEwJhqP44o9fgNGgx4fesC3lgFgmL4836IWUZbe2NPdJ7hAHgJt29WDH2ia0NaZeVyhy93olZYjLJyPUETZEVJmMGYp2f94/nFuGeBYd4nKsQCicvkM8FI4hJopFnT2wkP2nEgXxUFjKU3fGM4E9gdTIFJ0g4PJNraXdyGVMLvSG08TzjE57cc/39iIYjuJ9t27Bzg0teT+OvF8nF8ANSYVmdYe3IAgwGfQIhqMLdohHY4lt1y21Q7xRKohHojFMzvuVobfJkUTqzzG+YGRJ2eXVJBCKIBSJwaEaXqo+qWYucmRKOikd4oxMISIiogrHTytEFSIaiyGY1OE0u8hQzUZHoiAudyVn6io/em4G50bdODk0h6//6gj2n5xELJZ68C13XNstxpTOP0tSVqxOENJGougEAataalIOsgtpsciU08Pz+O8Hj+IbvzqSEkVTDMFQVOlQSz4wJKLKY8zQRXl8cE5T3Fs0QzysHviX3VBNt196bTdr4ijKE/kQCEVwbGBGc9nBM4kCudefGplChSUXeiNJBeeYKOLbvzmmrEJQn7jIhxKZknRyO/m9Xq/Tvncnr3BIR37OCAKWfGKnszkxtHVkypvoEDdkPkkfKMH7fCWIRGP41P88j4989S8YjQ8dBZI6xMvQnV1fq20E6FAN3iUiIiKqRCyIE1UI9RL9lnophiRdcVsUxURBXFWMlruS5zMU0WdV3eZHz83gK788jD8fGE65nTdNN6AsuUO8qd5S1KL3QhaKTBmb8eFzP9yH54+NY8/xCTy8Z6jo2zPnTfx+GZlCVPmSu2QzWaxDXN2ZmWmYnUnVIR6JxuDySq9bTarX8HIN1pycCygduLJDp6eVr+WC+Erpvi0HQ4YO8ZEpLwbG3Mr3gxNuLIUSmZIm/kwtOfIkeShsOvIJ9qXmhwNAc71V+TkjU17lOZhcEFfHuJXixHclGJ/xYdoVRDQm4oDqBIk6uqkccSXJjQBcQUJERESVjgVxogqhjkuRO2uCoWjKQZ4vGFGK502agrh0MOLyhdJ2fs+4AymX7T42nnKZnBdrTzOsMTlDvK2heJEoi6mNLxV2+8IpuarHBmagvuSJA8NFH7ilPhHBDnGiymc26ZFcuku3zH/RDvGshmpKlwcjMdz7yEnl9airtSbxc8o0WNOnGqS8MT4s89jADELhKI6cm4bLJ58kZcpesRjiBehIUge2N+mE78ikN2XWSC7kDvHk1V7Jkju85ZUPC0WmRJSC+NIPLQx6nfL5YmTKlxiqmXQC3mrRRqZk8ptnBnD/n05rBn9WK/Ww9TMjLuVr7VDN0h/eqeNbAGBVc02GWxIRERFVBhbEiSqEP5BaEAdSu8QnZv3K1+qCuLxcVRSRNkd8xpX4OXJx5tTwfMpwN7lDPF03YHIu6Eu2dWT41xSfvH2RaEzTGQUAZ4Zdmu/nPCFNJ1UxnFUdmDbUsiBOVOl0gpBSGLx6W3vK7RbtEM9hqObQuAdPHBgBAGzudeLyjYkuynIN1lQXEndtbotvSwy/eOIs/v2+g8p1NYxMKRq58zl5X0su8ooAzo1p399yIZ9MTzcPZCFZRabEt70QHeIA0B7/HJR9ZEr658+LAzN44Mmz+MPzgzhydibtbaqJerXfmeF5pSHAr4rcK8dQTZ1OQE9rLQDgjusvKvnjExEREeWKBXGiCqHtEE90Xs8mDdYcm/EpX6s7tNV54nKkipp82cXrmvHJt+4EIBXPf/DHE/jNMwP48/5hDE954VE6xNMXPzrjB6mdzXZcvK4pu39cEdSqCvbJA+rOjswDkJbsNjqk4vTjL1wo2raIooi/HBkFAKzpcKCOHeJEVSF51cu2NU1oTxoGHC3gUE25Q7W90Yb33rpFk+Vcvg7xxHvPtjWNyjY9slcbNZUuRosKQ+58jkRimhVP6WJAzg7P5/UY4UhMWZlgybUgLkf+LFAQl/ftpQ7UlHXEn4ej017luZEamZIo/GbqEH9xcFb5emLWl/Y21WROtRpt3htSmh1Gp6Q8cYNel5LnXSofflM/7n5TP152yaqyPD4RERFRLrj+lahCqIsSnU2JpabT81IhOxyJ4Zkjo8pQLbNRD6eqE1lTEJ8PYG1nnebnz8QL4g0OMzqb7Wiqs2BqPoB9Jyex7+Sk8jPlLsVMy+PvevVGHD03jZdf0pUyiKuU5AxxQCqIN8dz1z3+MMbjXfRrO+vQ2WTHL588i+ODcxie8ioF/UIaGHNjeFI6GL0qTYcpEVUmq9mgOeloMelx7Y5O/OTRU8pli2eIZz9UE5BWt3zojf2wWYyarN/klS6loi4k1liN2Lq6AbtfnEi5XboYLSoMudArQhpOKUeoqGeLNNdbMDkXyDhsezFyXAoAWLPMz0/evoVy7uVooeT88XzJK+VCkZjSCGBIKogb9DqYDDqEIrGMGeLqVXXJWfnVaC6pSeLMyDwa6ywYnPAAAFY12wsSW5MPh92ELasby/LYRERERLlihzhRhfAFE13OzfUWJRJkdFo6EHz+2Di+/8cTOHRGGnbW1mDTFKTra8zKUuWZpA7xaCymFH0aHRYIgoC33LAOfe21aHCYlWJNMByF3JyWqUN8dYcDr7mqD7YyF0fUJwBGp73K13J3OACs6XTgpf0dSnHhzy+kDhEthL8clrrDjQYdLtvAQVJE1SK5MGgx6XHt9k5cr+pwjEQWyRCPFwkFIZEFnayhVnq9MugFfOC2rcrgZHWhvFyRKXJcl9Wsh04noH9N6sqf9V31WJN0kpUKRz2cWr3iQD5ZYTLoYDNL78n5Dl8NqArGuXeI61K2LVm0gEM1AWhOXssF8eQMcQDKioZMBfFzo4mIGVeaOLlqk7xqUI5rGxyXBq52tzK7m4iIiCgbbPchqhByUUKAdLDa0WjDyQvzGIkXe584oC3mJi/r1+kEOGvNmJoPYHI+gJ8+dgr7Tkziqq1t2LmhRSl0y4Xk/rVN6F+bKHz85/0HlWI7UPkHVc5aMxx2E1zeEM6NunDVVqkzeyx+AkGANNTJoNdh54YWPHd0HH85MorbrlmtiSlYqnAkiufjw0kvWddc9hMFRJS95MKg2aSH0aDDHTesQyAcxdOHRhGJZdchbjLoM66auWprGwKhCNZ3OzWrd9RZv8FQmSJT4oVEOY95y+oGCAKU94y/f2M/tq1h12cxqaNAwtEYrPGv5SKv1WzQnLjOh7rbPNcOcTkbf6GTNoUuiLc22KATBM0gzOTIFED63cx7Q5oMbZnLF8LkXKJBYN4bTLlNtZn1pBbEfYEwpuKrCbtaasuxWURERERVhx3iRBVCLkpYzAboBEFZLjwSz4Vc1aItUKvzw2Vy2bzx/QAAUHFJREFUsfvP+4fx8J4hTLsCePAvA/js9/cqt2lQdVarveLSLuXrq7a2YWuFL3sVBAF9bdKB37lRt3K5K54nXmMzKl13L9shdXsGQlE8Fy9eF8r+U1Pwxk9mMC6FqLqkdIirIkzUuc4LCceLhOmKdcrPNRlw067elCirSugQ9ykd4lIHcq3NhDUdie1c3eEoy3atJOoOcfX+pi2Ix4vSeWbNB9SRKWlOCm/ua8h4X5MSmbJAhnhMzhAvzKGFQa9Da4NVc1n6DnHp95KuQ/xMUt56uoHj1UaOTJFPPAyMuXFuLPEZqNKbGYiIiIgqBQviRBVCXsor57S2xwviU/MBBEPRlKJMW2Oagnidttgtx66olznLQyaTbexx4k3XrcVNu3rw1lduKGs+eLb62qVCzdCEWxkWJv8eHfbEUKk1nQ50x08oPHt0rKDb8JfD0s9rdJixscdZ0J9NRMWVrkNcJhcpF8sdlouEZmPuH6lMqgJ8vlEYS6V0iKtWt1yxWYp+Wt3hUN5HqHgMSR3iMnVB3KwUxJfeIZ4uMuVdN2/Cq6/owSfuvCTlOqNx8aGa0fhKCkOBOsQBoKNRO/MjU4c4kL4gfmxgVvP9fJ7565UiEo0pn3E29jqVy56Jx7YB0so4IiIiIloc1/YTVYghZSCSdDDTkZSf6Us62GtxajunAG2uNgB8+u2XYnLOj188eQZnhl1oqrOgVlUoVhMEAa+6vHtJ/4ZS640XxCNRERcmPehtc8DlixfEbYl/pyAIuKirHoMTnpSBVEsx6w7iyDkpZubKLe3QVcFJBCJKsJq0H4PUBWo5DzyS5VDNTAM1F6Iu8OXb+btUvoC0qsamKpJeu6MT7Y12dLWwuFYK6v0gkiZD3GbWK6sJ8l1JsNhQTYfdhDdcuybtfRMZ4otHpugKWBBvTVoJlzxUE1i4IH7k3Izm+2rvEHd5Q5BPz128rhlHzkr/vr0npMHoTXWWgkbCERERES1n/NREVAaxmIivPXAY/mAE77hpIxpqLRialAricgFC3Rk1MuVFQJWPefG6ZnS3puZEqjvE2xpsaKyzoLHOgo//9SUYHPegwWFeVkXbvvbE7+DcqBu9bQ7lgNeRVPi3LTJ4Kx/PHBlVcnav2tpWsJ9LRKUhxy0AgNmo17w+JjrEF4lMiXfsmvLoENcJAkwGHUKRWPkiU9J0iOsEgSteSkgdBZKpQ1zOmw/mG5miHqppynGopnHxyJRCZ4gDSFmdkLZD3JT+vX1qzo/x+DDOzmY7hie98PjDiERjmoiaaqIeqNnZZEd7ow2j0z5lFaB6ECkRERERLaw6PxESVbmBMTf2n5rC8cE5fP7eF3DwzJRyoCnnP9bXmJROn5Fpr1K0uGJzKz5w29a0hW11EXhdV73ytSAI6GmrRa0tfXd4taq1mdAUPwlwbtQFAHCn6RAHEsUeXzCiGdK1FC+clLqy1q2qQ4szNcKGiCqbujCYHHmS6BBf+PUiqBqqmQ+5Kz3fQudSyRniNnaWlo22Qzyxv8kxJ+qhmrlGpkSiMTxxYBg/fPgkAOlEz0J59+m3L4uhmvHniV5fuIK43ardJ9NniKcviB8ZSHSHX7k5ccLaVcVd4uqCuLPGnJLv38GCOBEREVHWWBAnKjFRFDHtCijfz7iC+OovDyvfy53fgiCgo0kqso5MeTWdYpmsW1UHu8UAq9mA117dV4zNrzhybMrAqAuiKKoyxLWdZXKxRxSBYGjpnZiRaEyJuVloGBkRVS6LqkNcSOpsleMZsu0Qz7XIKDPnWegsFH+aDnEqLUMWHeL5Zoj/5/0H8f0/nlC+t5lzP3FjliNTwjGIGU4oy0M19QVchVZjyaJDXBmqqf29HI3HpbQ6rVijGmZbzbEpc55EQby+1qwZfguwIE5ERESUCx79EJXQuVEX/vP+g3D7wsplAqDEbljNeqXjGZBiU84MuzQF8YW6+GwWI77wnl3K1ytBX3st9h6fwPCUF3OekNLNmalDHJA6Ipeaszk86VUeq6fNscitiagSqTPEk+t8Bp1UfIvGRMREMWPclJwhbjYurUN8oYGFxRITRVVONT8Slou60Ksegq1+35dP2OSyksAXiKQMlnSpPn9kvX3xfVSEdIIoXV6+EplSwDgSe0pkSurjKnFooQhEUYQgCIjGYngx/u/e0teIOtXquWouiM/GC+K1NiMMeh07xImIiIiWgB3iRCX0gz+e0BTDnbVmvOs1m5RCS09rLQRV0UU+uJmY8yvL2i1phmGp2SzGFVMMB4C+eDFaFIEjZ6eVyzNliANIGVCaj4Exl/J1b1tqnjsRVT51hnhyRVw9wC+6QGxKID6s0LzIa3MmSjZ0AVau5CoYiiZOyLJDvGwMqpgReUVCLCYqs0OsZoPSpR0KRzN2aScbnfEWZPtM6uGvGU7cFGOopj1pn0zXIW5Rrf6Sf1/nRt3K+/zmvgbN54FqjkyRh4I7a8wApGx09Ym49kZGtxERERFliwVxohKacQc03zc6LLhicxv+/o3bsOOiJtz20jWa6+WCuCgmDjbZxafV01YL+fD74JkFCuKqkwS+QO4dcsnOj7kBSCc1kh+LiKqDOkM8ltIhnlqkTMcbWFrkiJINXYahmvKJVgCwmVfOidRKo+58ljvE5RMtQDxD3KTt0s7G6JRP+frqre0AgGu2d+S8fSZV0TXTYM1oTLq8kEM1UzrE03Sfqz8TyR31clyKXidgQ0+9ppGgHCeeCkXOEK+vlQriep1OGS7e6LDkPCyViIiIaCXjJyeiEqqxGjUd4g0O6aBmy+pGbFndmHL7jsbU5a9LjfpYbqxmA9oabRid9uHg6Snl8uTIFHX3Y3LWaD4G4gVxdocTVS/162ly1626Qzy5APmXw6PQCQJ2bWlTisrJ3azZUiJTyjBUU71ahhni5WNM0yGu/ttYzQZNdngwnBpb8uTBETzw5Fn89SvW45L1zQASHeJ2iwFvv3EDrt+5Cp3NucdqaCNd0r9/KhniJe4QV++3A2NuDE54cOScdHJ8bWedUiQ2GnQIR2JlOfFUKLMeqbvdGS+IA8BLtnXg1IV5XLW1LdPdiIiIiCgNHv0QlVByxmyDw5LhlvL1ZphNek1HEwviqfraHRid9ild9EDmoZoA4AsuvUN8ZFoqNHS11Cz5ZxFReVhVnaMpGeJ6dUE8ceWFSQ++87sXAQB9HQ6lIJ5vh7XJUL6hmurVMlx9VD6aoZrxDnH1iVtpEGZiHwyFo0BS9/T3/nAcAPC1Bw7jf//xZQASHeLtjXbodIIytDtXmsiUDCduIkUoiCcX/dMVxOtrEsVh9YByQDvw2qiXCuLhMmT1L9XotBc/e/w0xmekv6f637xrSxsu3dii2YeIiIiIaHH89ERUQh6/thDboOrySUcQBHQkZUKyIJ6qr107WMpqNqQcSKuzgtUxAZm4fSGMTqfPXw2Go0pRoK5m4b8hEVUui7pDHEkd4mm6dgFgZCrxunBhwoNYvJKeb4e1WRmqWfqCuMev6kJmh3jZqFcjhKNyQVz7t1HHlgSzPHkiv4ctNVtaE5mSoaAcK0KGeLJ0BXHnAp+jtqxWFcTj9w1nGTdTSe57/LQmEi7538xiOBEREVHu+AmKqITUcSmAlPm4mOTYFHbxpept13a9tTqtKbfR63RKjuhiQzUj0Rj+5Yf78Mn/eR77T06mXO9VndiosTJ3l6haqbOFUzLE9ekjU2ZcQeXr8dlERnP+kSlyh3jpC3UT8e3XCcKiJ2ipeHSCoHRWRyLpI1PMWeR4q4UjMUzM+QFIHeJLYcoiMkUePKvXFe/QIl2GuNVs0A7HVVF3xCsF8SrsED+kKoYD2g5xIiIiIsoPC+JEJRIMR1O6uuqzKEDIgzVl7BBP1Z0UW5JpaJj8u1usQ3xi1o+JWT9EEfjKLw/DmzSEU93pX8OuSqKqpS56X7SqLuN16siUGVdiOPL4rF/5Wj24Nxdy9222Xb+FNDotFcRbnFZ2mZZZ8n4w506ceKm1mpQTJ0B2qwnGZ31KDNBSO8TVndnBjEM14wVxfWE7xNWPna5DHEhfIN61uQ06IbEt8n0jVVgQT26EWKgrnoiIiIiyw0oOUYm4faGUy1rSdDIna2dBfFFGgx6CkMgA3rU5/XApm8WAWXcQD+8ZgigCb375WghC6sG7OhIBAP7uP59CjdWIVqcVL+nvQFNdorO/Jml4JxFVl7e+cj0OnJ7CW1+5XnN5psiUaVVBfGJm6R3iSmRKOQriM4WJ1KCls5j08AcjCMRnhozF9y2H3QSbxQCTIbfIlLHpxL6Z/DkiV+ru9Iwd4jHpOVLIDHFA6k6Xu7ozFcQbas3KyR0AuH7nKty0q1dzm2rtEPcFIimr2lgQJyIiIlq6qmkHCoVCuPnmm/H888+nXOd2u/GSl7wEv/zlLzWX//a3v8X111+P/v5+vP/978fMzEypNpcohTouZdfmNtz9V/2wZ9FRqO4QFwBYMiwNXunedfMm1NlN+JubN2ryTtXUXVaP7B3Cfz94FF+49wXMqjrxAGB4KjU73OMP48yICz986ISmIMbIFKLqdu2OTvz9G/tThhxnF5mi6hDP82SlHEcRLHGhThRFzdBFKi85vie5IN7WIJ2s0HSIJ3Vpx5LzfpAY/Gw06NCURTzbQtSF6EwZ4tEiDNUEtPnlmQrizlqL6msz7rh+Hers2pPV1Zohro5lAqSTV/mefCMiIiKihKooiAeDQdx99904depU2uv/9V//FRMTE5rLDh06hE984hP4wAc+gPvuuw8ulwsf+9jHSrG5RGmpO8RvvrIHW/oas7pfk8OiFEwsZr1mCTAlXLG5Df/xd1fjyi3tGW+TXLDa/eIETgzN4b7Hta8tcod4e6MN/9+bt+Otr1qPK7dIXefRmIjTF+aV29ZYeWBKtBxpCuKqIuCMO3FCbN6beF1famRKKByFKKYWNovF5QsrnafsEC8/i0l6LwmEpL9JoiAurSTTZohru7TTdYzLHdOtTtuSB12qu9MzrWQo1lBNTUE8Q6yPumNavYJLTb5vObL6l2JMtQrl/3vzdnzyrTvTrmwjIiIiotxUfCXn9OnT+MhHPpLxIHHv3r147rnn0NzcrLn8Rz/6EW688UbceuutAIAvfvGLuO666zA0NISurq5ibzZRCpc30SHusGcfs6HTCWhrtGFw3MO4lCWyZeiqOnpOu3pELoj3tNViY28DNgLoX9OEZ46MAQBODs0BkAoURgM79omWI01kSrzYFwpHU4YjA4Ag5L96Ry74iaKUVW405F7sEkURDzx1DqcvzCmXWUwGvPbqPvS01aa9z9h0YiUMO8TLT+4QD4aiiERjmJqTTry0NUh/G3VhOLlLO7kgHouJGI2/j3U0Lf1kh9GYfYe4ocBDNc2qrnBDxg7xREE806ot+b266jrE4wVxs0mPDT1OFsOJiIiICqTiO8R3796Nyy+/HPfdd1/KdaFQCJ/61KfwT//0TzCZtAXGgwcPYufOncr37e3t6OjowMGDB4u+zUTpuP1SJ6FeJ+S8tL6zSRoaWWtlXvVSZNN8GYnGlI6sTlVcTX2NSTkhIccksDucaPlK1yE+kxSvJLOZDXmv3jEZchuWmM7wlBe/fWYAxwfnlP8OnJ7Cb58ZyHgf9awEOZaDykcdmTI550cs/obVGu8Q1wy2DCV1iCd9HwhFlPexQpzs0AmC8nzIlMEdLVKHuHrWSqafrS6I6zN0kVdrhriyUsBpYzGciIiIqIAqvppzxx13ZLzum9/8JjZt2oSrr7465bqJiQm0tLRoLmtsbMTY2FhOj6/TCQX/cL9cyAcdmQ4+SMvjl5ZB19qMMGbIuM7kNVf3IhCO4LodqzJ2SFWTcu07I9Op2eAA4A1EEI7GYDUbMDbrUw7su1prNb/vzma7Ni7FZloWf49qwNcbylah9hWL6sSlCKk7dc6TviButxrzfi2wqlauRGNiXj/H4090rW/qbcDotBez7iA8/nDGn3dkQFoZ0+K0wlHDk63lfo2RT7gGw1FMzCWy6Ve11Ch/Q5NBh1Akhkgspvm7hmPaIu/YrF/p5FbffylMRh0i0Rgi0Vjanye/bxoNuoK+L975qg0YHPdgdYcjJedfph5ubTXr0z6+HDmTafvzUYp95sKk3Olv5+eNKlbu1xeqTtxvKFfcZygX3F+qoCCeyenTp/HTn/4UDz74YNrrA4FASte4yWRCKBRKe/tMGhrs7MhYhMNhXfxGBE9AKojX11rgdObWseV02rF1XWsxNqusSr3vvPqq1fjmLw+lvW7eH0VHWx12n5hULutf3wpnfWIbV3fWawriTkfuf0taGr7eULaWuq/oTYnoBZPFCKfTjkBkKv1j2U15vxY0qu5ntZnz+jmCYU75+qNv3Ykf/P5FPL53COGomPbn+QJhHDkrFcSv7u/k65hKuV5j6uLF3lAkBlf8BLpOJ2BdX5PSnW0xGxCKhKDT6zV/s5HZgOZnjc8lvt+wuqkgf1+LSQ9fIJLy2DI52tBuz28fzsTptON/PnnDgp/Fd9RY4Kw1Y94bwltu3JT28WviUXUxEQXf34u1zwSCEYzGT+RvWtPI5+kywM8wlA/uN5Qr7jOUi5W8v1RlQVwURXzyk5/EBz/4QTQ1NaW9jdlsTil+h0IhWK25/bFnZrzsEM9Ar9fB4bDC5fIjWmWZjKXmDYTx/NFRAEB3Sw1mZ9N3Kq8U5dp3dq5rxF+/ch2m5gL44/ODmuuOnJ5AW70ZL7w4DgBorrdCL8Y0f6smh/Ykm8WgW/F/y1Lh6w1lq1D7ij8+cBIA5l1+zM56MTTmSntbs1Gf92tBKJD4rDI57YE1jwzxCVX8STgQhg5ScdLjD6XdrueOjinREVv7nHwdQ/lfY4R4QdkbCONsPAu+ud4KtyvRLS4Phpx3BzR/s6kZj+ZnHT0jnbgRBMBqQEH+vnJR3uUJpP15cqxQOBQuy/70/959BYKhKGwGIe3jx+J/00AwUrDtK/Y+c3JoTol6a3GY+TytYuV+faHqxP2GcsV9hnKx3PeXbBoJqrIgPjIygv379+PEiRP4whe+AADw+/349Kc/jd///vf4n//5H7S2tmJqStvJNTU1lTJ8czGxmIhYLIvg4RUsGo0pB0KU3pP7RxAKS7+ja7Z38PcVV+p9RwcBL9uxCkMTnpSC+PkxNyKRGE4MzgIA1q2qS9m29gbti6rNYuDfssT4ekPZWuq+oi5Lh0JRRCIxTKqiLNSs5vxfC9RZ5T5/JK+f41HNqNAJiXiIQDD9z3v+mHTir8FhRndLDZ9TKuV6jZGz5AOhqJLv3ua0arbFFB9uKf9dYzERMVGEzx/R/KyzI9KJm+Y6K3QQCvLvkTO4g/HnQjI5MkUo0OPlymzQw2zQZ3xsfby5JRxJv/1LUax95sxwYkVaZxOfp8sBP8NQPrjfUK64z1AuVvL+UpUF8dbWVjz88MOay+68807ceeeduOWWWwAA/f392LdvH2677TYAwOjoKEZHR9Hf31/y7aWVLSaKeHz/MACgr92BvnZHmbeIulpqcOtL+jDvCWHaFcChM9MYmvBgat6PaZeUEbyuqz7lfhetqoPVrIc/KA0wq7EaU25DRMuDVFwWEBNFBOMnNGdcUhSF+nUAAOyW/D9OqYdqBvMcqumLR3JZzQYIgqAZ0JgsGIri8NlpAMDF65oZC1chLKZ4hngoitHp+CDFRu2wU5NB+rvOe0N48C/n8NDuIdgtBrzysm7N7RIDNQs3LFXeT0NpDphEUSzaUM1CMS6w/ZVqcMwNAGh1WmFbwmsMEREREaWqyk9XBoMBPT09KZc1NjaitVXKWb799ttx5513Yvv27di6dSv+5V/+Bddeey26urrKscm0gr04MIvx+MHpyy7uLPPWkOyWq/oAAL988iwOnZnGhUkPTqu6sdIVxE1GPbavbcazR6XhvGZTbsNRiah6CIIAm8UAjz8MX1AaWimfMOtuqcWJoTnltrW2/IdSmlRDlkPhPAvi8XgXuWgmd4iHIjFEYzHodYmi++Gz08qKpZ3rW0CVwaJ6P5GHpLY2aAva5niH+P5TU9h/SloF6Q9GcCw+IDVZe1PhMqflYny6fTQmJlZS6iu8IB6uooL4wLhUEO9pqy3zlhAREREtP8t2nOiOHTtwzz334Gtf+xpuv/121NXV4XOf+1y5N4tWoMdfuABA6ia+bCOLD5Wmu6UGABAKx/DigBSXotcJaHamnzdw6YbE39BiZEGcaDmzmaUCsy8QgSiKSod4X4cDOlVn9Uv72/N+DG1BPL9inT/eIS5vr9xtDEgdx2r7TkqDg+vsJqztrMvr8ajwLGlOsLYnFcRNGd5zzscLpyn3L2CHuNGYuaCsjhZkQbwwguFEdA4L4kRERESFV1Ud4idOnMh43eOPP55y2W233aZEphCVw9S8HwdOS11cL+lvh9HAAmql6YoXxAHgUDxGoL7GrCl2qW1b24hdm9swMevDZZtaS7KNRFQe1njHtT8YgccfVoppnU123PnKdbgw4cXNV/agrsac92OoI1Py7RD3xgvicnSLurgaCEVhs0jxTuFIVHlPunhdc8XGW6xE6QriyR3i29Y04si5GaxbVYfXvXQ1vvWbY5h1BzETX7mQrL2x+B3ioXBinwIqtyAub380Phuo0vf9CxMeZaBmbysL4kRERESFVlUFcaJq8+f9IxBFaTjbddsZl1KJmp1WmI16BMNRzHukwXROR+bilk4Q8K7XbCrV5hFRGak7xNVFx0aHBRt6nAV5DHlQIpB/vrEc6WKNF74t5kRx1a/qED96blbpGN+5Prch41Rc6q5+6Xs96uzaKJ7rd3bhJf0dSiROq9OKWXf6YjgAdBQyQ9yYPoP7hw+fwF8OjynfV2qh2ag68RSOxmDWVXaDwsBYouu/mx3iRERERAW3bCNTiMotHIniyYMjAID+tU1oqk8fwUHlpRMErGrRdtE11Obf7UlEy4dSEA9GMB2PSwGAhjpLwR5Dr9PBoJeKiHlniC8QmRIIRZSv956YACBFeK3rrs/rsag4kjvE2xpsaQeemlWxKW0NmQvedXaTsjKgEExpIkcCoYimGA4Aen2FFsT1qoJ4FcSmnI8XxJvrLbAX8O9IRERERBIWxImKZM/xCWUw1ssuYXd4Jetq0XZf1S8h/oCIlg85MkVdEBcAOAv8GiHHOQQLNFQzOTIFACLRGA7EBzHuuKhJM2iTyi9dQXwxyZEqaoXMDwegRL6p99F9JyZTblep+5WmQ7waCuLyQE3GpRAREREVBSNTiIrk8ReGAUhLmjf1NpR5a2gh6hxxgB3iRCSRO679wYgyUNNRY9IU1wrBbNLDF4wUcKhmorh6/59OI/rSNdAJicL5zg0c8FxpzEmRKUsuiDcVLj8cSESmyMXk6fkAfvfs+ZTbVWqGuEFTEM/vxFOphCMcqElERERUbCyIExXBhUkPzo64AADXXbwq44BGqgzJBXGno3BxCERUvdJliDfUFv71QY6jCOZRqAtHYkquc2KoZuLj3eC4B/95/0FctaUNAGA1G7CxQPnnVDgpHeJZdHgvVDRvz6KgngtlqGYkhjMj8/jKLw7D5Q2l3K5SC+LV1CE+NOFFNCZN1Oxtc5R5a4iIiIiWp8pc10hU5UanfcrXl6zj4LJKt6rZDvUhvJMd4kSERGRKIBTF5JwfANC4wNDdfJniudD5ZIjLXd9AYnuTi6sA8JcjUtbz9rVNMOj58a/SmAw6qM+dtzoXL2hL+dLpe1sK3SFeY5VyrP3BCL5w7wtKMVw+aSSr2IK4XjtUs5LJcSkAO8SJiIiIioVHRERF4PYluqYcdlMZt4SyYTEZ0OxMDD1lZAoRAdpi33A8wqChCCtI5DiKfCJTfIGw8rXNLBUtDXpdxqJ3/9rGPLaQik0QBE1nf2vD4oO49TodLs5w0r2jsbAF8cs3taIhfjIoEhVhMujwvlu34HUvXZ20TRVaEK+iDvHzY9IKw0aHRTkRQURERESFxYI4URF4fFKBwmLSFzxrlopDjk0RBJ7EICKJTdV9KxfRGotREDcUpkNcvb3pusQBoLGOkVCVSv6bOWvNmuL4Qi7dmJoHbzHpUV9T2PexGqsR73/dVjhsRjTVWfAPb7kYOze0pOxnugotiJuqqCA+MCZ1iPeyO5yIiIioaJghTlQE7nhBnJ091WN9Vz32nZhEZ1MN4wSICEBqHARQnA5xszGRz5wreaAmoN1ei0kPjz+ccvt6O1fAVCq5uJzNQE3Zhu5EHnyN1QiPP4z1XfUQijC7pK/dgX9935XQ63XKbBR535XpK/T9s1o6xMORGIYnpdUo3SyIExERERUNC+JEReD2S5EptTZ2GleLa3d0otZmwuoODrAiIok1bUG8GBnicmRK7h3i3kD6DvFMq5O4AqZydbXUYHTah/Xd9Vnfx6DX4ZNv3YkXz8/gmu2dOD/uRl8RC6lGg7YAntwhXrmRKYntrOSC+Oh0YqBmTysL4kRERETFwoI4URHIHeK1NnaIVwuDXofLN7WWezOIqILY0gwsLGZkSjCPDHGvKkPcbkm85wRCqcV1u8XAGK8KdterN+K6HZ1Y01mX0/1WdziUk7mbexuKsWkZmaumIF4dHeLz3sQMmibGGxEREREVDQviREUgL1NnZAoRUfWSh1TKDHpdUU50KpEpeXSIy+83ZqN2ZoU3XVxKDeNSKpnZqMd6VQRKNUiOTKnUDHGjKsolHK3cgrh6KDubKoiIiIiKh21CREUgH9DwYIaIqHpZzHqoy3uNDnNRspnlyJRgJI/IFL8UmVJj1fY4pMsjryvwoEWiaukQNxgS21XJHeLyCkNBAOxsqiAiIiIqGhbEiQpMFEV2iBMRLQM6QYCo+r7Fmf2ww1yYlA7x3At18vuNOi4lkzoO1KQCs1TJUE29TqcU66uhIF5jNSqDS4mIiIio8CrzUytRFQuEoohEpRIKh2oSEVW3elVX9c1X9hTlMZY2VDNeEE86Afuqy7pTbssOcSq0lA7xCi7iypFC4TxWYpSKy8eh7ERERESlwII4UYG5VbmttewQJyKqajde3oMWpxUfuG0rLlpVX5THkIdqRmMiIjnmG2dakfTaq/vwjldvxJVb2pTL6u0sslFhmVI6xKugIF7BGeIeeSg7Pz8SERERFRWHahIVmHYgEosPRETV7IZLu3DDpV1FfQz1vAmXN4QGhyXr+2YqiJtNely9rR2Tc37lMquZH/uosJJjPSp1qCag7hCv3II4Z9AQERERlQY7xIkKTM5/BIAaHtAQEdEiGlUF8Kn5QE739coZ4tb0xe6YmEhBr+RiJS0Phgrex6wm6TniUa3kqzTyZ0g2VBAREREVFwviRAXmURXE2eFDRESLaaxLFMSnXdkXxGMxEb5ABABQk2Go5tVb25Wvt6xuzHMLibJTySddnLXSUNk5d7DMW5IqGpO61t1+dogTERERlQLXzhIVUCwm4smDIwCk5epcnk5ERItx2E0w6HWIRGOYzqFD3BeMQO7/Th6qKWttsOHTb78UBoMOdcwQpyLT6yq316Y+XhCf9YQWuWVp/fH5QfziiTN4zVW98AelgZ/sECciIiIqLlbriAro8Rcu4PTwPADgxsu7U7I1iYiIkukEAY0OM8Zn/TlFpqijH5IzxNV62mqXtH1E2dJXcId4g1wQd+cWS1RMJwZncf+fT0MUgV89dU65nB3iRERERMVVuW0cRFVI7g7vbqnBTbt6yrw1RERULeTYlGwjU/zBCB7dO6R8n6lDnKiUKjkyRe4Q9wej8Acjmuum5wPYd2ICkWjpBm56/GF86zfHoIr5V9Ty+UxERERUVCyIExXI8JQXFya9AIBrtndU9LJhIiKqLE1yQTzLDvFfPHEGj78wrHy/UIc4ESU6xAFgzqPNEf/n7+7G1x44gof3DCXfrShEUcT3/nAcs/E88+TTCIxMISIiIiouVuyICmTPi+MAAEEALlnfUuatISKiatLoSHSIi6qW0Uwdq+piOMCCONFi6msSBfFZ1WBNURThjQ+n/fmfz5RkW/58YAQvnJwEALy0vwPru+s119cy75+IiIioqFgQJyqQYwOzAIAN3U44eCBDREQ5aKqzAgDCkRhcPikbfO/xCbzv35/EA0+e1dw2Oe4BAGwc4ky0oIb4SSdAWxAPRUoXkwIAw5Me/PSxUwCA9kYbbr/+Ily1tV25/pJ1zXAwQ5yIiIioqHj0RFQg47M+ABxeRkREuZMzxAEpNqXObsLXf3UEAPCbZwbwupeuVq4fHHen3L+Ss5uJKoHdYoBBr0MkGtMUxH2B1BNMxRKOxPDNB48iHInBoBfw7ls2w2zU48otbehqqYHNYlBOjhERERFR8bBDnKgA/MEI3PGOvpZ6HsgQEVFuGlXdq1Pz/gVve34sURDf3OvEu16zqWjbRbSYj7x5O/Q6Abs2t5Z7UxYkCIKSI64uiHv94ZJtw5Fz0xiOz5t543Vr0d1aq2xbd2sti+FEREREJcIOcaICmJhNFC9anDyYISKi3NTXmqDXCYjGREy7Fh6sORDvEG9vtOEjb95Ris0jymhzbwP+60MvgcWkL/emLKq+1oyJOb/mOeYNlK4gLhfDDXoBL7u4s2SPS0RERERa7BAnKoCJOVVBnB3iRESUI71OB2e8e3V6fuGCuNwhzoguqhRWswGCUPmxPV0tNQCAk0NzysBabwkjU0anpYJ4q9MGvY6HYURERETlwk9iRAUwEc8P1+sEzdAmIiKibMmxKVPzAYiiqLlO/t4fjGBsWnrP6W1lQZwoF/1rGwEAgVAUJ4bmAJS2Q3w0/txtb7SV7DGJiIiIKBUL4kQFIEemNNdbOdiMiIjy0hQfrDntCiAQimquC0ekbtahCQ/kUjk7xIlys77LCXM82uXg6SkAqUM15edaoYmiiNEZqSDe1mgvymMQERERUXZYECcqgMl4ZArzw4mIKF+NckF8PgB30qC/ULxIN6AaqNnNDnGinBgNOmzpbQAgFcRFUUzpEPcVqWN81h1EMH6iq4Md4kRERERlxYI40RLFYiKGp6RMyGbmhxMRUZ7kyJRAKIqJeCepLBSWCmnnx1wAgNYGG6xmzkYnylX/2iYAwORcACPTvpQM8WJkip8fc+P/fP0Z5ft2dogTERERlRWPpGhB/mAEv3lmAMfPz+JN163Fhh5nuTep4hw5NwO3T+omWt9VX96NISKiqiVHpgDAOVUnOAAE5YL4uAcA0Mu4FKK8bFvTCAGACODQ6Sl4/ckd4oUviD+274Lm+7YGdogTERERlRM7xCktURSx78QkPvk/z+OPzw9iYMyNbz54FB5/6QYPVYunDo0AAGptRmy/qKnMW0NERNWqUVUQHxh1aa4LhWMIhqIYnZZWJPUwLoUoLw67Cas7HACAA6enUgrgxRiyOe8NKV9ftrFFyTEnIiIiovJgQZxSxGIivvHro/jaA4cx6w4ql7u8IfzyiTNl3LLy8we1B00uXwgHTklDmXZtboNBz6cUERHlp8FhgTyWeSBNh/jghBtifKImO8SJ8rctHptyenheGYwuK0aHuMcvFcQv29iCd9+yueA/n4iIiIhyw+odpbgw6cHe4xMAgAaHGX9321ZctrEFALDn+ARi8tH4CvODh07g7/7zKc2y12ePjCEak34fL+nvKNemERHRMmDQ61BfawYAzQlpAAhFohyoSVQg2+MFcVEEJua0BfFidIjL0Xq1VhMEQVjk1kRERERUbMwQpxSdzXa87iV90OkEvPySVbCYDIiJIna/OAFvIIKhcQ96VmBn2t74yYCfPnYKvW21WN3hwFOHRgEAazoc6GzigCQiIlqaRoclpRgOSJEp5+MF8VanFTYLP8IR5WtVsx0NDjNmXKnPteJ0iEsF8RqbseA/m4iIiIhyxw5xSqHX6fCaq/pw065eWEzSAfeGHifkhpajAzNl3Lry8AcjysFMNCbim78+gsNnZzAyJWW5sjuciIgKQT1YUy0YjioF8ZV4UpqokARBQP/a9HNfvAUuiEeiMQRC0lDcGisL4kRERESVgAVxyordYkRvmzSA6I/PD6btXlvOpuYDmu+nXUF89ZeHAQBmox6Xbmgpx2YREdEy05ihIO72hTEiD9RkQZxoyXZkLIgXNjJFPZC+lh3iRERERBWBBXHK2ua+BgDSB/t7vrcH4UiszFtUOlOqfMlNvU4AUscPAFy6oQVWM5euExHR0jU60hfEzwzPJwZqMj+caMk29TXgxsu7UWszosZqxKrmGgDA/lNTcPlCBXscjy9REGeHOBEREVFlYEGcsvaKS7vQ1mADAMx7Q5hMGkK0nMkd4gKA9926BZ3Nibzwl/S3l2mriIhouckUmXLywpzyNTvEiZZOJwh443Vr8Z9/dzX+84NX462vWg9Aisn79VPnCvY4bj8L4kRERESVpmoK4qFQCDfffDOef/555bKnnnoKt9xyC7Zt24ZbbrkFTzzxhOY+zzzzDG6++Wb09/fjrW99K4aGhkq92ctKjdWI97x2s/L9SopNmZyXiv/1tWbYLEa879Yt6G6pwVVb2rC2s67MW0dERMtFcmSKxaQHAMx7pI7VlnorbBYW1YgKRRAE6AQBazvrcMWmVgDAkwdHCvY518OCOBEREVHFqYqCeDAYxN13341Tp04pl50/fx4f+MAHcNttt+F3v/sdXve61+H9738/Lly4AAAYGRnB+9//ftx22234+c9/joaGBrzvfe+DKK83prw0qJZyz7gCC9xyeZmak/6tcudee6Md//yOy/DOmzdBkKeNEhERLVFDUmSKzaKN5GJ3OFHxvOaqXgiQBqg/sqcwjTQeVfwKC+JERERElaHiC+KnT5/Gm970JgwODmouHxsbw5ve9Ca8/e1vR1dXF+666y7YbDYcOnQIAHD//fdjy5YteMc73oGLLroIn/vc5zA8PIzdu3eX45+xbNgtBhj00m6j7pyZ8wSX9cmGqXiHeFOdtcxbQkREy5nZqIez1gwAuGlXD8xGveb6XhbEiYqmvdGOi9c1AwD+dGC4IAM25Q5xs1EPU9LzmYiIiIjKo+IL4rt378bll1+O++67T3P55Zdfjk984hMAgHA4jPvvvx+hUAjbtm0DABw8eBA7d+5Ubm+1WrF582YcOHCgZNu+HAmCAGetCQAwEy+I/+TRk7j7q3/Bb54ZKOOWFU9MFDEZzxBvrk+f7UpERFQoH35jP+58xTrcclUvTAZtAY0d4kTFdeMVPQCAYCiKP70wvOSfJ2eIszuciIiIqHIYFr9Jed1xxx0LXn/+/HnceOONiEaj+MhHPoJVq1YBACYnJ9HS0qK5bWNjI8bGxnJ6fJ1OgE7HSAy1BocFk3MBzHmCOH5+Bn94TurePzE4B8M1FX+OJWcnh+YQDEUBAN2ttTAYlt+/sdT08VUG8v+JFsN9hrK1HPaV3g4HejscAACzKalDvN3B96EiWA77DRXGuu56bOxx4sXzs3h03wW8eldP2s7ubPcZXyACAKi1G/ncXaH4+kL54H5DueI+Q7ng/lIFBfHFNDQ04Oc//zn279+Pz3/+8+jp6cErX/lK+P1+mEwmzW1NJhNCoVCGn5Tp59uZEZ2ktdGOE4NzmHOH8M1fHlIuD8dEOJ32Mm5ZYYTCURw8NYmNfY2osRqx/09nAEhFiWt2dsNirvqnTcVwOBhBQ7nhPkPZWi77il3VVWq3GNDdWc/PJUW0XPYbWpo3v2IDPv3tZ+HyhrDv9DRefWVfxtsuts8EwjEAQIPDuiw+J1P++PpC+eB+Q7niPkO5WMn7S9VX9mpra7Fp0yZs2rQJZ86cwY9+9CO88pWvhNlsTil+h0IhOByOnH7+zIyXHeJJ7PGC8NmRec3lXl8Is7PecmxSQd3/p9P4zV8GcMn6Zrz/tq14cr80qPXii5rh9wXh9wUX+Qm0GL1eB4fDCpfLj2g0Vu7NoSrAfYaytdz2FfVHkBanDXNzvvJtzDK23PYbWpreFhu6W2swOO7BLx47hcvWN0Gv03ZQZbPPRGMxnBmeAwDYzfpl8TmZcsfXF8oH9xvKFfcZysVy31+yaUKo2oL4qVOnMD8/r8kJX7NmjTI0s7W1FVNTU5r7TE1NYePGjTk9TiwmIhZbvsMi81FvN6W9PBiOIhKp/ifSb/4yAADYd2ISh89Mw+2Tsh8v29iyLP59lSQajfF3SjnhPkPZWi77ilEVsdDitC6Lf1MlWy77DS3djZf34L8fPIqJOT+eOzKOyze1pr3dQvvM4bPTmPdIDTr9a5u4b61wfH2hfHC/oVxxn6FcrOT9pWrDYv70pz/hk5/8JEQxUaw+evQoVq9eDQDo7+/Hvn37lOv8fj+OHTuG/v7+km/rcuOsNWu+39TrBAAlZ3s5eWTvEABpENLmvoYybw0REa00JnVBvH7lLmkkKrWdG5qVYep/eO685pgjG6Io4smDIwCkz5Hb1jQWfBuJiIiIKD9VWxC/5ZZbMDk5iS996UsYGBjAvffeiwcffBDvfve7AQCvf/3r8cILL+Bb3/oWTp06hY997GNYtWoVLr/88jJvefVTF8Svu2QVtsY/4AeWQUE8krRU5MjZGQDAzvXNMKzgYQNERFQe6vfW1gYWxIlKRa/T4VWXdQMABic8ePH8LMKRGP58YBgXJj0L3jcSjeH7fzyOfScmAUirDPk5koiIiKhyVO0ns7a2NnznO9/Bnj178NrXvhb33nsvvvzlL2Pz5s0AgFWrVuErX/kKfvGLX+ANb3gD5ubm8LWvfY2DqAqgt70WG7rr0dtWi7tesxkWk5S8E42JKQXlajPjTp8PnmmZLBERUTHNqd6XWpy2Mm4J0cpz1dZ2GPTSscPZERe++/sX8YM/nsBXf3k4431cvhC+9JP9ePLgKACgvdGG11zZW4rNJSIiIqIsVVWG+IkTJzTfb9++HT/72c8y3v6aa67BNddcU+zNWnH0Oh0+esfFMBh0cNZaYDYmzqsEw9Gq7oCZnPOnXOasNeOirvrSbwwREa148/E5FgDQ6mSHOFEpmYx62CxGuLwh7D0+gcEJqTN8YtYPlzeUMrDJFwjj/35/L6bmAwCArasb8e5bNsNmqapDLiIiIqJlr3orl1QxzKbEh/xqzRGfmPPj3KgLU2kK4pdvaoWOKwuIiKgM3nTtGgDSydkaq7HMW0O08lhMegBQiuGyoYnU2JS9JyaVYvgrLu3Ch96wjcVwIiIiogrET2i0ZBajXvm6GnPE/cEI7vnuHviCEWzscaZcfwXjUoiIqEy2X9SEj995CVrqrYx9IyoDqyn94VK6grjXL63oMOgFvPnlFxV1u4iIiIgofyyI05LJnTOAFJkiiiJ+8NAJjEx58Xev31bxHW2nh+fhC0YAAC+en1UuFwBc1FWPrpaaMm0ZERGtdIIgYG1nXbk3g2jFspr1aS+/kKYgLjeGmI3p70NERERElYEFcVoys0nbIT4w5sYTB0YAAI+/cAG3XNVXrk3Lyvkxd8pll25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      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制收盘价\n",
    "plt.figure(figsize=(18, 6))\n",
    "plt.plot(AAPL['Adj Close'], label='AAPL')\n",
    "\n",
    "# 设置图表标题和轴标签\n",
    "plt.title('Close Price with Moving Averages')\n",
    "plt.xlabel('')\n",
    "plt.ylabel('Price $', fontsize=18)\n",
    "\n",
    "# 显示图例\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c15b8eef-a0a5-49dd-a272-a1a3453c1632",
   "metadata": {},
   "source": [
    "### <font face= 'Comic Sans MS' size= 4 color= '#cca3cc'>Daily Return</font>\n",
    "\n",
    "<font face= 'Comic Sans MS' size= 3 color= '#D8BFD8'>Now that we've done some baseline analysis, let's go ahead and dive a little deeper. We're now going to analyze the risk of the stock. In order to do so we'll need to take a closer look at the daily changes of the stock, and not just its absolute value. Let's go ahead and use pandas to retrieve teh daily returns for the Apple stock.</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4c365cad-858c-4830-8846-bc3dbacf6a6f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18,6))\n",
    "plt.title('Daily Return History')\n",
    "plt.plot(AAPL['Adj Close'].pct_change(),linestyle='--',marker='*',label='AAPL')\n",
    "plt.ylabel('Daily Return', fontsize=18)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b81a590b-5c3f-4c1c-887c-13f3ef5f7687",
   "metadata": {},
   "source": [
    "### <font face= 'Comic Sans MS' size= 4 color= '#cca3cc'>Autocorrelation</font>\n",
    "\n",
    "<font face= 'Comic Sans MS' size= 3 color= '#D8BFD8'>Correlation is a statistic that measures the degree to which two variables move in relation to each other which has a value that must fall between -1.0 and +1.0. Correlation measures association, but doesn’t show if x causes y or vice versa — or if the association is caused by a third factor[1].</font>\n",
    "\n",
    "<font face= 'Comic Sans MS' size= 3 color= '#D8BFD8'>Now what if we wanted to analyze the returns of all the stocks in our list? Let's go ahead and build a DataFrame with all the ['Close'] columns for each of the stocks dataframes.</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ae69745b-bd73-47a7-a438-76b96a8c40b9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "AAPL['Returns'] = AAPL['Adj Close'].pct_change()\n",
    "\n",
    "# 使用pandas的autocorr函数计算自相关系数\n",
    "# 注意：autocorr默认计算的是滞后1的自相关系数，要计算其他滞后的，需要循环或使用其他方法\n",
    "autocorr_values = [AAPL['Returns'].autocorr(lag=i) for i in range(1, 301)]  # 假设我们查看滞后1到300的自相关\n",
    "\n",
    "# 使用matplotlib绘制自相关系数\n",
    "plt.figure(figsize=(18, 6))\n",
    "plt.plot(range(1, 301), autocorr_values, linestyle='-.', marker='*')\n",
    "plt.title('Autocorrelation of Stock Returns')\n",
    "plt.xlabel('Lag')\n",
    "plt.ylabel('Autocorrelation')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31ba7f06-84a7-4a37-9ddf-87f71f6b38bb",
   "metadata": {},
   "source": [
    "# <font face= 'Comic Sans MS' size= 6 color= '#C2C4E2'>Time-series data feature engineering</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4351f13a-876e-4432-8a56-1caba0e6b6c2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 设置时间窗口大小\n",
    "window_size = 60"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "206b2fbf-9805-46b0-88a9-07acb500dab4",
   "metadata": {},
   "source": [
    "## <font face= 'Comic Sans MS' size= 5 color= '#C2C4E2'>Constructing Serial Data</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9797b76-f6a3-454a-adf6-49aa123fc3eb",
   "metadata": {},
   "source": [
    "<font face= 'Comic Sans MS' size= 3 color= '#D8BFD8'>The function takes two arguments: the dataset, which is a NumPy array you want to convert into a dataset, and the lookback, which is the number of previous time steps to use as input variables to predict the next time period—in this case, defaulted to 1.</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e7a2c709-d059-463c-8cb8-514e4e01778a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 构造序列数据函数\n",
    "def create_dataset(dataset, lookback=1):\n",
    "    \"\"\"Transform a time series into a prediction dataset\n",
    "    \n",
    "    Args:\n",
    "        dataset: A numpy array of time series, first dimension is the time steps\n",
    "        lookback: Size of window for prediction\n",
    "    \"\"\"\n",
    "    X, y = [], []\n",
    "    for i in range(len(dataset)-lookback): \n",
    "        feature = dataset[i:(i+lookback), 0]\n",
    "        target = dataset[i + lookback, 0]\n",
    "        X.append(feature)\n",
    "        y.append(target)\n",
    "    return np.array(X), np.array(y)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "65d0b43b-cf91-4cf6-8c35-569cb41a5c8b",
   "metadata": {},
   "source": [
    " ## <font face= 'Comic Sans MS' size= 5 color= '#C2C4E2'>Feature Scaling (normalisation)</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "196a6264-411f-4a68-9744-a5feea460746",
   "metadata": {},
   "source": [
    "`MinMaxScaler()` 函数主要用于将特征数据按比例缩放到指定的范围。默认情况下，它将数据缩放到[0, 1]区间内，但也可以通过参数设置将数据缩放到其他范围。在机器学习中，`MinMaxScaler()`函数常用于不同尺度特征数据的标准化，以提高模型的泛化能力。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "cf65e0ea-8f37-4db4-8ad9-bf6df686500f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 选取AAPL['Close']作为特征, 归一化数据\n",
    "scaler = MinMaxScaler(feature_range=(0, 1))\n",
    "scaled_data = scaler.fit_transform(AAPL['Close'].values.reshape(-1, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0c7aaf92-38b9-43b7-ac17-cbf8b8a597ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 创建数据集\n",
    "X, y = create_dataset(scaled_data, lookback=window_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d1240401-354b-46e6-a8b8-98a8d26ea77e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(695, 60, 1)\n"
     ]
    }
   ],
   "source": [
    "# 重塑输入数据为[samples, time steps, features]\n",
    "X = np.reshape(X, (X.shape[0], X.shape[1], 1))\n",
    "print(X.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a8cb95f-3a39-445a-8e76-2d4471a6dd83",
   "metadata": {},
   "source": [
    "## <font face= 'Comic Sans MS' size= 5 color= '#C2C4E2'>Data set segmentation (TimeSeriesSplit)</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "268d1465-73da-43a9-a8ef-d7c0eca6d381",
   "metadata": {},
   "source": [
    "TimeSeriesSplit() 函数与传统的交叉验证方法不同，TimeSeriesSplit 特别适用于需要考虑时间顺序的数据集，因为它确保测试集中的所有数据点都在训练集数据点之后，并且可以分割多个训练集和测试集。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5b297b14-1d04-4a59-8cf2-27ba99a58d70",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(605, 60, 1) (90, 60, 1) (605,) (90,)\n"
     ]
    }
   ],
   "source": [
    "# 使用TimeSeriesSplit划分数据集，根据需要调整n_splits\n",
    "tscv = TimeSeriesSplit(n_splits=3, test_size=90)\n",
    "# 遍历所有划分进行交叉验证\n",
    "for i, (train_index, test_index) in enumerate(tscv.split(X)):\n",
    "    X_train, X_test = X[train_index], X[test_index]\n",
    "    y_train, y_test = y[train_index], y[test_index]\n",
    "    # print(f\"Fold {i}:\")\n",
    "    # print(f\"  Train: index={train_index}\")\n",
    "    # print(f\"  Test:  index={test_index}\")\n",
    "\n",
    "# 查看最后一个 fold 数据帧的维度\n",
    "print(X_train.shape, X_test.shape, y_train.shape, y_test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "085b5ec6-e96c-45aa-bcc1-7e10f2b8a6b7",
   "metadata": {},
   "source": [
    "数据集张量(TensorDataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "74e23923-af78-463e-a37b-ac86281ce7fa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([605, 60, 1]) torch.Size([90, 60, 1]) torch.Size([605, 1]) torch.Size([90, 1])\n"
     ]
    }
   ],
   "source": [
    "# 将 NumPy数组转换为 tensor张量\n",
    "X_train_tensor = torch.from_numpy(X_train).type(torch.Tensor)\n",
    "X_test_tensor = torch.from_numpy(X_test).type(torch.Tensor)\n",
    "y_train_tensor = torch.from_numpy(y_train).type(torch.Tensor).view(-1,1)\n",
    "y_test_tensor = torch.from_numpy(y_test).type(torch.Tensor).view(-1,1)\n",
    "\n",
    "print(X_train_tensor.shape, X_test_tensor.shape, y_train_tensor.shape, y_test_tensor.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dffc4c5c-5845-4f34-bd6b-203269a203c8",
   "metadata": {},
   "source": [
    "<font face= 'Comic Sans MS' size= 3 color= '#D8BFD8'>The view() function in PyTorch is used to reshape a tensor object. It’s equivalent to the reshape() function in NumPy and allows us to restructure our data to match the input shape that our LSTM model requires. Reshaping the data this way ensures that the LSTM model receives the data in the expected format. This is crucial for its ability to model the temporal dependencies in our time series data effectively.</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7b7436c9-8d57-4a5f-92b0-07135b6a54c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_dataset = TensorDataset(X_train_tensor, y_train_tensor)\n",
    "train_loader = DataLoader(train_dataset, batch_size=32, shuffle=True)\n",
    "test_dataset = TensorDataset(X_test_tensor, y_test_tensor)\n",
    "test_loader = DataLoader(test_dataset, batch_size=32, shuffle=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "80b8a5c4-5c4e-42d3-9eb4-ec4882b6a7fe",
   "metadata": {},
   "source": [
    "# <font face= 'Comic Sans MS' size= 6 color= '#C2C4E2'>Constructing a time series model</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d1f412f8-3a0a-4655-a5b9-77862ecf0728",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "6fc2d8cd-1e0c-4df3-ab1a-7c65ccb1e541",
   "metadata": {},
   "source": [
    "<font face= 'Comic Sans MS' size= 3 color= '#cca3cc'>Apply a multi-layer Elman RNN with $\\tanh$ or $\\text{ReLU}$non-linearity to an input sequence. For each element in the input sequence, each layer computes the following function:\n",
    "    \\begin{array}{ll}\n",
    "        h_t = \\tanh(x_t W_{ih}^T + b_{ih} + h_{t-1}W_{hh}^T + b_{hh})\n",
    "    \\end{array}\n",
    "    \n",
    "<font face= 'Comic Sans MS' size= 3 color= '#cca3cc'>where $h_t$ is the hidden state at time $t$, $x_t$ is the input\n",
    "at time $t$, $h_{(t-1)}$ is the hidden state of the layer\n",
    "at time $t-1$ or the initial hidden state at time $0$, If `nonlinearity` is ``'relu'``, then $\\text{ReLU}$ is used instead of $\\tanh$.</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aac70eb6-c2ab-4a6d-bb02-d4a69083bc2c",
   "metadata": {},
   "source": [
    "## <font face= 'Comic Sans MS' size= 5 color= '#C2C4E2'>Model construction</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ecbb66bd-048e-496c-a40d-10a1be196cf4",
   "metadata": {},
   "outputs": [],
   "source": [
    "class SimpleRNN(nn.Module):\n",
    "    def __init__(self, input_dim, hidden_dim, output_dim, num_layers):\n",
    "        # input_dim 是输入特征的维度，hidden_dim 是隐藏层神经单元维度或称为隐藏状态的大小，\n",
    "        # output_dim 是输出维度，num_layers 是网络层数，\n",
    "        super(SimpleRNN, self).__init__()\n",
    "        self.hidden_dim = hidden_dim\n",
    "        self.num_layers = num_layers\n",
    "        self.rnn = nn.RNN(input_dim, hidden_dim, num_layers, batch_first=True)\n",
    "        # 定义 RNN 层，使用 batch_first=True 表示输入数据的形状是 [batch_size, seq_len(time_steps), input_dim]\n",
    "        self.fc = nn.Linear(hidden_dim, output_dim)\n",
    "        # 定义全连接层，将 RNN 的最后一个隐藏状态映射到输出维度 output_dim\n",
    "    def forward(self, x):\n",
    "        h0 = torch.zeros(self.num_layers, x.size(0), self.hidden_dim).to(x.device)\n",
    "        # 初始化h0为全零张量，h0代表隐藏状态(hidden state)的初始值，形状为 [num_layers * num_directions, batch, hidden_dim]\n",
    "        # 如果没有指定双向参数 bidirectional为 True，则 num_directions 默认为 1\n",
    "        out, _ = self.rnn(x, h0)\n",
    "        # 将输入数据 x 和初始隐藏状态 h0 传递给 RNN层，得到输出 out(即所有时间步的输出)和最后一个时间步的隐藏状态 hn(这里用 _忽略)\n",
    "        out = self.fc(out[:, -1, :])\n",
    "        # RNN 的输出是一个三维张量，其形状是 [batch_size, seq_len(time_steps), hidden_dim]，\n",
    "        # 这里我们只取最后一个时间步的隐藏状态 out[:, -1, :] 并传递给全连接层。\n",
    "        return out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d559db1f-8fd5-430e-9812-d9a3b5c2d117",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = SimpleRNN(input_dim=1, # 输入数据的特征数量 X_train.shape[2]\n",
    "                  hidden_dim=64,\n",
    "                  output_dim=1,\n",
    "                  num_layers=1) # 表示一层 RNN \n",
    "criterion = torch.nn.MSELoss() # 定义均方误差损失函数\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=0.001) # 定义优化器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "c3409851-e9d0-4d1e-b6d7-a864d82e0d13",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "==========================================================================================\n",
       "Layer (type:depth-idx)                   Output Shape              Param #\n",
       "==========================================================================================\n",
       "SimpleRNN                                [32, 1]                   --\n",
       "├─RNN: 1-1                               [32, 60, 64]              4,288\n",
       "├─Linear: 1-2                            [32, 1]                   65\n",
       "==========================================================================================\n",
       "Total params: 4,353\n",
       "Trainable params: 4,353\n",
       "Non-trainable params: 0\n",
       "Total mult-adds (Units.MEGABYTES): 8.24\n",
       "==========================================================================================\n",
       "Input size (MB): 0.01\n",
       "Forward/backward pass size (MB): 0.98\n",
       "Params size (MB): 0.02\n",
       "Estimated Total Size (MB): 1.01\n",
       "=========================================================================================="
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summary(model, (32, 60, 1)) # batch_size, seq_len(time_steps), input_dim"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a28d9375-f3f1-48d6-b7e4-d64fafea97b7",
   "metadata": {},
   "source": [
    "## <font face= 'Comic Sans MS' size= 5 color= '#C2C4E2'>Model training</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31e0f3e9-3b78-425f-b456-bf9053e0ec8f",
   "metadata": {},
   "source": [
    "## <font face= 'Comic Sans MS' size= 5 color= '#C2C4E2'>训练过程与计算 Loss</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "792019b3-bb6b-4efc-b01b-76b60b07f3cb",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 1/20: 100%|██████████████████████████████████████████████████████████| 19/19 [00:00<00:00, 57.58it/s, Train loss=0.0313]\n",
      "Epoch 2/20: 100%|██████████████████████████████████████████████████████████| 19/19 [00:00<00:00, 54.84it/s, Train loss=0.0258]\n",
      "Epoch 3/20: 100%|██████████████████████████████████████████████████████████| 19/19 [00:00<00:00, 57.59it/s, Train loss=0.0105]\n",
      "Epoch 4/20: 100%|██████████████████████████████████████████████████████████| 19/19 [00:00<00:00, 57.44it/s, Train loss=0.0034]\n",
      "Epoch 5/20: 100%|██████████████████████████████████████████████████████████| 19/19 [00:00<00:00, 57.57it/s, Train loss=0.0041]\n",
      "Epoch 6/20: 100%|██████████████████████████████████████████████████████████| 19/19 [00:00<00:00, 56.37it/s, Train loss=0.0032]\n",
      "Epoch 7/20: 100%|██████████████████████████████████████████████████████████| 19/19 [00:00<00:00, 57.60it/s, Train loss=0.0026]\n",
      "Epoch 8/20: 100%|██████████████████████████████████████████████████████████| 19/19 [00:00<00:00, 57.59it/s, Train loss=0.0025]\n",
      "Epoch 9/20: 100%|██████████████████████████████████████████████████████████| 19/19 [00:00<00:00, 57.65it/s, Train loss=0.0027]\n",
      "Epoch 10/20: 100%|█████████████████████████████████████████████████████████| 19/19 [00:00<00:00, 57.86it/s, Train loss=0.0017]\n",
      "Epoch 11/20: 100%|█████████████████████████████████████████████████████████| 19/19 [00:00<00:00, 56.55it/s, Train loss=0.0033]\n",
      "Epoch 12/20: 100%|█████████████████████████████████████████████████████████| 19/19 [00:00<00:00, 57.58it/s, Train loss=0.0026]\n",
      "Epoch 13/20: 100%|█████████████████████████████████████████████████████████| 19/19 [00:00<00:00, 58.29it/s, Train loss=0.0032]\n",
      "Epoch 14/20: 100%|█████████████████████████████████████████████████████████| 19/19 [00:00<00:00, 55.01it/s, Train loss=0.0021]\n",
      "Epoch 15/20: 100%|█████████████████████████████████████████████████████████| 19/19 [00:00<00:00, 57.55it/s, Train loss=0.0026]\n",
      "Epoch 16/20: 100%|█████████████████████████████████████████████████████████| 19/19 [00:00<00:00, 57.61it/s, Train loss=0.0037]\n",
      "Epoch 17/20: 100%|█████████████████████████████████████████████████████████| 19/19 [00:00<00:00, 57.39it/s, Train loss=0.0027]\n",
      "Epoch 18/20: 100%|█████████████████████████████████████████████████████████| 19/19 [00:00<00:00, 57.71it/s, Train loss=0.0037]\n",
      "Epoch 19/20: 100%|█████████████████████████████████████████████████████████| 19/19 [00:00<00:00, 57.54it/s, Train loss=0.0035]\n",
      "Epoch 20/20: 100%|█████████████████████████████████████████████████████████| 19/19 [00:00<00:00, 54.97it/s, Train loss=0.0021]\n"
     ]
    }
   ],
   "source": [
    "# 初始化列表来存储损失值\n",
    "train_losses = []\n",
    "test_losses = []\n",
    "\n",
    "# 训练循环\n",
    "num_epochs = 20  # 假设我们要训练 20个 epoch\n",
    "for epoch in range(num_epochs):\n",
    "    model.train()  # 初始化训练进程\n",
    "    train_loss = 0.0  # 初始化每个epoch的损失总和\n",
    "\n",
    "    pbar = tqdm(train_loader, desc=f\"Epoch {epoch+1}/{num_epochs}\")\n",
    "    for batch_idx, (data, target) in enumerate(pbar):\n",
    "        optimizer.zero_grad()  # 将优化器中所有参数的梯度归零\n",
    "        output = model(data)  # 每个批次的预测值\n",
    "        loss = criterion(output, target)  # 计算模型损失值(y_train_pred 与 y_train)\n",
    "        # 累加每个批次的损失\n",
    "        train_loss += loss.item() * data.size(0)\n",
    "        # 反向传播和优化\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "\n",
    "        # 更新进度条(显示当前批次的损失)\n",
    "        pbar.update()\n",
    "        pbar.set_postfix({'Train loss': f'{loss.item():.4f}'})\n",
    "\n",
    "    # 计算当前epoch的平均损失\n",
    "    average_loss = train_loss / len(train_loader.dataset)\n",
    "    train_losses.append(average_loss)\n",
    "\n",
    "    model.eval()  # 将模型设置为评估模式\n",
    "    with torch.no_grad():  # 不计算梯度以节省内存和计算资源\n",
    "        test_loss = 0.0\n",
    "        for data, target in test_loader:\n",
    "            output = model(data) # 每个批次的预测值\n",
    "            loss = criterion(output, target)\n",
    "            test_loss += loss.item() * data.size(0)\n",
    "\n",
    "        # 计算测试集的平均损失\n",
    "        test_loss = test_loss / len(test_loader.dataset)\n",
    "        test_losses.append(test_loss)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07b9cdec-3aba-4b3a-b5b6-f270cf7c0842",
   "metadata": {},
   "source": [
    "## <font face= 'Comic Sans MS' size= 5 color= '#b8a1cf'>绘制训练与验证 Loss</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "1f2004c9-af18-4ff5-8cc4-93432dae3c7b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制损失图\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(train_losses, label='Train Loss')\n",
    "plt.plot(test_losses, label='Test Loss')\n",
    "plt.title('Training and Test Loss')\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('Loss')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87869817-7061-4078-9fcd-3a3f313adc05",
   "metadata": {},
   "source": [
    "## <font face= 'Comic Sans MS' size= 5 color= '#C2C4E2'>Model evaluation</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6e8db2b-630a-46aa-8722-842bdf418a77",
   "metadata": {},
   "source": [
    "## <font face= 'Comic Sans MS' size= 5 color= '#b89bd5'>Evaluation indicators (MAE、RMSE、MAPE)</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "4b331be7-e299-4cdc-b753-4605e7625ea2",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Evaluating: 100%|██████████████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 132.49it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAE: 0.0330\n",
      "RMSE: 0.0424\n",
      "MAPE: 4.3522%\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "def mean_absolute_percentage_error(y_true, y_pred):\n",
    "    y_true, y_pred = np.array(y_true), np.array(y_pred)\n",
    "    mask = y_true != 0\n",
    "    return np.mean(np.abs((y_true[mask] - y_pred[mask]) / y_true[mask])) * 100 if mask.any() else 0\n",
    "\n",
    "# 将模型设置为评估模式\n",
    "model.eval()\n",
    "y_pred_all = []\n",
    "y_true_all = []\n",
    "\n",
    "with torch.no_grad():\n",
    "    pbar = tqdm(test_loader, desc='Evaluating')\n",
    "    for data, target in pbar:\n",
    "        y_pred = model(data).detach().cpu().numpy()  # 确保张量在CPU上\n",
    "        y_true = target.detach().cpu().numpy()  # 确保张量在CPU上\n",
    "        y_pred_all.append(y_pred)\n",
    "        y_true_all.append(y_true)\n",
    "        pbar.update()\n",
    "\n",
    "# 合并所有批次的预测和真实值\n",
    "y_pred_all = np.concatenate(y_pred_all)\n",
    "y_true_all = np.concatenate(y_true_all)\n",
    "\n",
    "mae = np.mean(np.abs(y_pred_all - y_true_all))\n",
    "print(f\"MAE: {mae:.4f}\")\n",
    "\n",
    "rmse = np.sqrt(np.mean((y_pred_all - y_true_all) ** 2))\n",
    "print(f\"RMSE: {rmse:.4f}\")\n",
    "\n",
    "mape = mean_absolute_percentage_error(y_true_all, y_pred_all)\n",
    "print(f\"MAPE: {mape:.4f}%\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4eba0bd1-e3b9-4488-aa12-3e6380d16382",
   "metadata": {},
   "source": [
    "## <font face= 'Comic Sans MS' size= 5 color= '#b89bd5'>Inverse normalisation (.math)</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b89bda16-a9ca-4d26-859d-e96752dcd40a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(605, 1) (605, 1) (90, 1) (90, 1)\n"
     ]
    }
   ],
   "source": [
    "# 反归一化预测结果\n",
    "train_pred = scaler.inverse_transform(model(X_train_tensor).detach().numpy())\n",
    "y_train = scaler.inverse_transform(y_train_tensor.detach().numpy())\n",
    "test_pred = scaler.inverse_transform(model(X_test_tensor).detach().numpy())\n",
    "y_test = scaler.inverse_transform(y_test_tensor.detach().numpy())\n",
    "\n",
    "print(train_pred.shape, y_train.shape, test_pred.shape, y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "353472b2-a845-469b-8bca-cd0b845ac243",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatetimeIndex(['2021-04-23', '2021-04-26', '2021-04-27', '2021-04-28',\n",
       "               '2021-04-29', '2021-04-30', '2021-05-03', '2021-05-04',\n",
       "               '2021-05-05', '2021-05-06',\n",
       "               ...\n",
       "               '2024-04-10', '2024-04-11', '2024-04-12', '2024-04-15',\n",
       "               '2024-04-16', '2024-04-17', '2024-04-18', '2024-04-19',\n",
       "               '2024-04-22', '2024-04-23'],\n",
       "              dtype='datetime64[ns]', name='Date', length=755, freq=None)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "AAPL['Close'].index"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84d8bb36-e64b-43ef-8c49-6dff45ffa33f",
   "metadata": {},
   "source": [
    "## <font face= 'Comic Sans MS' size= 5 color= '#b89bd5'>Visualisation of results</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f9686ab7-6a7b-4854-9e61-a6dda51b8c7f",
   "metadata": {},
   "source": [
    "计算训练预测与测试预测的绘图数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "fc6149eb-ae05-4da8-a9be-28e4f2e24a64",
   "metadata": {},
   "outputs": [],
   "source": [
    "# shift train predictions for plotting\n",
    "trainPredict = AAPL[window_size:X_train.shape[0]+X_train.shape[1]]\n",
    "trainPredictPlot = trainPredict.assign(TrainPrediction=train_pred)\n",
    "\n",
    "testPredict = AAPL[X_train.shape[0]+X_train.shape[1]:]\n",
    "testPredictPlot = testPredict.assign(TestPrediction=test_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ec7b0e4-f7db-4587-83e5-44ce1fe7c86c",
   "metadata": {},
   "source": [
    "绘制模型收盘价格的原始数据与预测数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "4fa553f0-d4aa-4cc3-ad3b-f8fd61d5a09b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize the data\n",
    "plt.figure(figsize=(18,6))\n",
    "plt.title('RNN Close Price Validation')\n",
    "plt.plot(AAPL['Close'], color='blue', label='original')\n",
    "plt.plot(trainPredictPlot['TrainPrediction'], color='orange',label='Train Prediction')\n",
    "plt.plot(testPredictPlot['TestPrediction'], color='red', label='Test Prediction')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "82a44bfb-23ac-47ca-912f-10ee0d0373d9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([1, 60, 1])\n"
     ]
    }
   ],
   "source": [
    "# 假设latest_closes是一个包含最新window_size个收盘价的列表或数组\n",
    "latest_closes = AAPL['Close'][-window_size:].values\n",
    "latest_closes = latest_closes.reshape(-1, 1)\n",
    "scaled_latest_closes = scaler.transform(latest_closes)\n",
    "tensor_latest_closes = torch.from_numpy(scaled_latest_closes).type(torch.Tensor).view(1, window_size, 1)\n",
    "print(tensor_latest_closes.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "95a9e3bd-fa5a-401f-b58a-b6f110db4502",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[165.62918]], dtype=float32)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 使用模型预测下一个时间点的收盘价\n",
    "next_close_pred = model(tensor_latest_closes)\n",
    "next_close_pred = scaler.inverse_transform(next_close_pred.detach().numpy())\n",
    "next_close_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "da9faee1-ca0d-4d9d-9878-b8d4c177d46a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
